{
 "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.insert(0,\"..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(sys.path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from optimus import Optimus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\numpy\\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs:\n",
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll\n",
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll\n",
      "  stacklevel=1)\n"
     ]
    }
   ],
   "source": [
    "# op = Optimus(engine=\"dask\",verbose=True)\n",
    "op = Optimus(\"dask\", n_workers=1, threads_per_worker=8, processes=False, memory_limit=\"3G\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = op.load.file(\"data/Meteorite_Landings.csv\")\n",
    "# df = op.load.file(\"https://bumblebee.nyc3.digitaloceanspaces.com/luisaguirre/edad-32291509-7a3f-4d48-a3a5-a224e088dde7.csv\")\n",
    "df = op.load.file(\"data/crime.csv\").cache()\n",
    "# df = op.load.file(\"data/crime.csv\")\n",
    "# df= df.to_optimus_pandas()\n",
    "\n",
    "# op.load.csv(\"data/airline-safety_csv.csv\", sep=\",\", error_bad_lines=False, header=True, null_value=\"null\",infer_schema=\"true\").ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>I182070936</td>\n",
       "      <td>03820</td>\n",
       "      <td>Motor Vehicle Accident Response</td>\n",
       "      <td>M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY</td>\n",
       "      <td>C11</td>\n",
       "      <td>398</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:09:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>TALBOT AVE</td>\n",
       "      <td>42.29019621</td>\n",
       "      <td>-71.07159012</td>\n",
       "      <td>(42.29019621, -71.07159012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>I182070933</td>\n",
       "      <td>00724</td>\n",
       "      <td>Auto Theft</td>\n",
       "      <td>AUTO THEFT</td>\n",
       "      <td>B2</td>\n",
       "      <td>330</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:25:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part One</td>\n",
       "      <td>NORMANDY ST</td>\n",
       "      <td>42.30607218</td>\n",
       "      <td>-71.08273260</td>\n",
       "      <td>(42.30607218, -71.08273260)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I182070932</td>\n",
       "      <td>03301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>B2</td>\n",
       "      <td>584</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:39:37</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LAWN ST</td>\n",
       "      <td>42.32701648</td>\n",
       "      <td>-71.10555088</td>\n",
       "      <td>(42.32701648, -71.10555088)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>I182070931</td>\n",
       "      <td>00301</td>\n",
       "      <td>Robbery</td>\n",
       "      <td>ROBBERY - STREET</td>\n",
       "      <td>C6</td>\n",
       "      <td>177</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:48:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part One</td>\n",
       "      <td>MASSACHUSETTS AVE</td>\n",
       "      <td>42.33152148</td>\n",
       "      <td>-71.07085307</td>\n",
       "      <td>(42.33152148, -71.07085307)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>I182070929</td>\n",
       "      <td>03301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>C11</td>\n",
       "      <td>364</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:38:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LESLIE ST</td>\n",
       "      <td>42.29514664</td>\n",
       "      <td>-71.05860832</td>\n",
       "      <td>(42.29514664, -71.05860832)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER OFFENSE_CODE               OFFENSE_CODE_GROUP  \\\n",
       "0      I182070945        00619                          Larceny   \n",
       "1      I182070943        01402                        Vandalism   \n",
       "2      I182070941        03410                            Towed   \n",
       "3      I182070940        03114             Investigate Property   \n",
       "4      I182070938        03114             Investigate Property   \n",
       "5      I182070936        03820  Motor Vehicle Accident Response   \n",
       "6      I182070933        00724                       Auto Theft   \n",
       "7      I182070932        03301                  Verbal Disputes   \n",
       "8      I182070931        00301                          Robbery   \n",
       "9      I182070929        03301                  Verbal Disputes   \n",
       "\n",
       "                          OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA  \\\n",
       "0                          LARCENY ALL OTHERS      D14            808   \n",
       "1                                   VANDALISM      C11            347   \n",
       "2                         TOWED MOTOR VEHICLE       D4            151   \n",
       "3                        INVESTIGATE PROPERTY       D4            272   \n",
       "4                        INVESTIGATE PROPERTY       B3            421   \n",
       "5  M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY      C11            398   \n",
       "6                                  AUTO THEFT       B2            330   \n",
       "7                              VERBAL DISPUTE       B2            584   \n",
       "8                            ROBBERY - STREET       C6            177   \n",
       "9                              VERBAL DISPUTE      C11            364   \n",
       "\n",
       "  SHOOTING     OCCURRED_ON_DATE  YEAR MONTH DAY_OF_WEEK HOUR    UCR_PART  \\\n",
       "0           2018-09-02 13:00:00  2018     9      Sunday   13    Part One   \n",
       "1           2018-08-21 00:00:00  2018     8     Tuesday    0    Part Two   \n",
       "2           2018-09-03 19:27:00  2018     9      Monday   19  Part Three   \n",
       "3           2018-09-03 21:16:00  2018     9      Monday   21  Part Three   \n",
       "4           2018-09-03 21:05:00  2018     9      Monday   21  Part Three   \n",
       "5           2018-09-03 21:09:00  2018     9      Monday   21  Part Three   \n",
       "6           2018-09-03 21:25:00  2018     9      Monday   21    Part One   \n",
       "7           2018-09-03 20:39:37  2018     9      Monday   20  Part Three   \n",
       "8           2018-09-03 20:48:00  2018     9      Monday   20    Part One   \n",
       "9           2018-09-03 20:38:00  2018     9      Monday   20  Part Three   \n",
       "\n",
       "              STREET          Lat          Long                     Location  \n",
       "0         LINCOLN ST  42.35779134  -71.13937053  (42.35779134, -71.13937053)  \n",
       "1           HECLA ST  42.30682138  -71.06030035  (42.30682138, -71.06030035)  \n",
       "2        CAZENOVE ST  42.34658879  -71.07242943  (42.34658879, -71.07242943)  \n",
       "3         NEWCOMB ST  42.33418175  -71.07866441  (42.33418175, -71.07866441)  \n",
       "4           DELHI ST  42.27536542  -71.09036101  (42.27536542, -71.09036101)  \n",
       "5         TALBOT AVE  42.29019621  -71.07159012  (42.29019621, -71.07159012)  \n",
       "6        NORMANDY ST  42.30607218  -71.08273260  (42.30607218, -71.08273260)  \n",
       "7            LAWN ST  42.32701648  -71.10555088  (42.32701648, -71.10555088)  \n",
       "8  MASSACHUSETTS AVE  42.33152148  -71.07085307  (42.33152148, -71.07085307)  \n",
       "9          LESLIE ST  42.29514664  -71.05860832  (42.29514664, -71.05860832)  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.cols.lower(\"INCIDENT_NUMBER\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/crime.csv',\n",
       " 'name': 'crime.csv',\n",
       " 'transformations': {'actions': [{'lower': ['INCIDENT_NUMBER']}]}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
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       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I162028326\">\n",
       "                \n",
       "                I162028326\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
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       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.engines.dask.dataframe.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
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       "<IPython.core.display.HTML object>"
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       "<class 'optimus.engines.dask.dataframe.DaskDataFrame'>"
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     "execution_count": 10,
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    }
   ],
   "source": [
    "df[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>larceny</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td></td>\n",
       "      <td>2016-06-05 17:25:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.33695098</td>\n",
       "      <td>-71.08574813</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>00111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td></td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td></td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569</td>\n",
       "      <td></td>\n",
       "      <td>2016-05-31 19:35:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.30233307</td>\n",
       "      <td>-71.11156487</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
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       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>142052550</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903</td>\n",
       "      <td></td>\n",
       "      <td>2015-06-22 00:12:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.33383935</td>\n",
       "      <td>-71.08029038</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>319073 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       INCIDENT_NUMBER OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
       "0              larceny        00619               Larceny   \n",
       "1           I182070943        01402             Vandalism   \n",
       "2           I182070941        03410                 Towed   \n",
       "3           I182070940        03114  Investigate Property   \n",
       "4           I182070938        03114  Investigate Property   \n",
       "...                ...          ...                   ...   \n",
       "319068   I050310906-00        03125       Warrant Arrests   \n",
       "319069   I030217815-08        00111              Homicide   \n",
       "319070   I030217815-08        03125       Warrant Arrests   \n",
       "319071   I010370257-00        03125       Warrant Arrests   \n",
       "319072       142052550        03125       Warrant Arrests   \n",
       "\n",
       "                        OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
       "0                        LARCENY ALL OTHERS      D14            808            \n",
       "1                                 VANDALISM      C11            347            \n",
       "2                       TOWED MOTOR VEHICLE       D4            151            \n",
       "3                      INVESTIGATE PROPERTY       D4            272            \n",
       "4                      INVESTIGATE PROPERTY       B3            421            \n",
       "...                                     ...      ...            ...      ...   \n",
       "319068                       WARRANT ARREST       D4            285            \n",
       "319069  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18            520            \n",
       "319070                       WARRANT ARREST      E18            520            \n",
       "319071                       WARRANT ARREST      E13            569            \n",
       "319072                       WARRANT ARREST       D4            903            \n",
       "\n",
       "           OCCURRED_ON_DATE  YEAR MONTH DAY_OF_WEEK HOUR    UCR_PART  \\\n",
       "0       2018-09-02 13:00:00  2018     9      Sunday   13    Part One   \n",
       "1       2018-08-21 00:00:00  2018     8     Tuesday    0    Part Two   \n",
       "2       2018-09-03 19:27:00  2018     9      Monday   19  Part Three   \n",
       "3       2018-09-03 21:16:00  2018     9      Monday   21  Part Three   \n",
       "4       2018-09-03 21:05:00  2018     9      Monday   21  Part Three   \n",
       "...                     ...   ...   ...         ...  ...         ...   \n",
       "319068  2016-06-05 17:25:00  2016     6      Sunday   17  Part Three   \n",
       "319069  2015-07-09 13:38:00  2015     7    Thursday   13    Part One   \n",
       "319070  2015-07-09 13:38:00  2015     7    Thursday   13  Part Three   \n",
       "319071  2016-05-31 19:35:00  2016     5     Tuesday   19  Part Three   \n",
       "319072  2015-06-22 00:12:00  2015     6      Monday    0  Part Three   \n",
       "\n",
       "                   STREET          Lat          Long  \\\n",
       "0              LINCOLN ST  42.35779134  -71.13937053   \n",
       "1                HECLA ST  42.30682138  -71.06030035   \n",
       "2             CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3              NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4                DELHI ST  42.27536542  -71.09036101   \n",
       "...                   ...          ...           ...   \n",
       "319068        COVENTRY ST  42.33695098  -71.08574813   \n",
       "319069           RIVER ST  42.25592648  -71.12317207   \n",
       "319070           RIVER ST  42.25592648  -71.12317207   \n",
       "319071  NEW WASHINGTON ST  42.30233307  -71.11156487   \n",
       "319072      WASHINGTON ST  42.33383935  -71.08029038   \n",
       "\n",
       "                           Location  \n",
       "0       (42.35779134, -71.13937053)  \n",
       "1       (42.30682138, -71.06030035)  \n",
       "2       (42.34658879, -71.07242943)  \n",
       "3       (42.33418175, -71.07866441)  \n",
       "4       (42.27536542, -71.09036101)  \n",
       "...                             ...  \n",
       "319068  (42.33695098, -71.08574813)  \n",
       "319069  (42.25592648, -71.12317207)  \n",
       "319070  (42.25592648, -71.12317207)  \n",
       "319071  (42.30233307, -71.11156487)  \n",
       "319072  (42.33383935, -71.08029038)  \n",
       "\n",
       "[319073 rows x 17 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask\n",
    "from dask.dataframe import from_delayed\n",
    "\n",
    "\n",
    "def oset(col_name, expr, where):\n",
    "    \n",
    "    where = (where.data[where.cols.names(0)[0]]).to_delayed()\n",
    "    ddf = df.to_delayed()\n",
    "    \n",
    "    def func(_df, _col_name, _mask):\n",
    "        \n",
    "        _df.loc[_mask,[_col_name]]=expr(_df)\n",
    "        return _df\n",
    "\n",
    "    for _part,_mask in zip(ddf, where):\n",
    "        delayed_parts = dask.delayed(func)(_part, col_name, _mask)\n",
    "\n",
    "    return from_delayed(delayed_parts)\n",
    "\n",
    "col_name=\"INCIDENT_NUMBER\"\n",
    "where= ((df[col_name]==\"I182070945\") | (df[\"DISTRICT\"]==\"I182070945\"))\n",
    "F = df.functions\n",
    "\n",
    "def expr(series):\n",
    "    return F.lower(series[\"OFFENSE_CODE_GROUP\"])\n",
    "\n",
    "\n",
    "oset(col_name, expr, where).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>larceny</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>I182070936</td>\n",
       "      <td>03820</td>\n",
       "      <td>Motor Vehicle Accident Response</td>\n",
       "      <td>M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY</td>\n",
       "      <td>C11</td>\n",
       "      <td>398</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:09:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>TALBOT AVE</td>\n",
       "      <td>42.29019621</td>\n",
       "      <td>-71.07159012</td>\n",
       "      <td>(42.29019621, -71.07159012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>I182070933</td>\n",
       "      <td>00724</td>\n",
       "      <td>Auto Theft</td>\n",
       "      <td>AUTO THEFT</td>\n",
       "      <td>B2</td>\n",
       "      <td>330</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:25:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part One</td>\n",
       "      <td>NORMANDY ST</td>\n",
       "      <td>42.30607218</td>\n",
       "      <td>-71.08273260</td>\n",
       "      <td>(42.30607218, -71.08273260)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I182070932</td>\n",
       "      <td>03301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>B2</td>\n",
       "      <td>584</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:39:37</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LAWN ST</td>\n",
       "      <td>42.32701648</td>\n",
       "      <td>-71.10555088</td>\n",
       "      <td>(42.32701648, -71.10555088)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>I182070931</td>\n",
       "      <td>00301</td>\n",
       "      <td>Robbery</td>\n",
       "      <td>ROBBERY - STREET</td>\n",
       "      <td>C6</td>\n",
       "      <td>177</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:48:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part One</td>\n",
       "      <td>MASSACHUSETTS AVE</td>\n",
       "      <td>42.33152148</td>\n",
       "      <td>-71.07085307</td>\n",
       "      <td>(42.33152148, -71.07085307)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>I182070929</td>\n",
       "      <td>03301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>C11</td>\n",
       "      <td>364</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:38:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LESLIE ST</td>\n",
       "      <td>42.29514664</td>\n",
       "      <td>-71.05860832</td>\n",
       "      <td>(42.29514664, -71.05860832)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER OFFENSE_CODE               OFFENSE_CODE_GROUP  \\\n",
       "0         larceny        00619                          Larceny   \n",
       "1      I182070943        01402                        Vandalism   \n",
       "2      I182070941        03410                            Towed   \n",
       "3      I182070940        03114             Investigate Property   \n",
       "4      I182070938        03114             Investigate Property   \n",
       "5      I182070936        03820  Motor Vehicle Accident Response   \n",
       "6      I182070933        00724                       Auto Theft   \n",
       "7      I182070932        03301                  Verbal Disputes   \n",
       "8      I182070931        00301                          Robbery   \n",
       "9      I182070929        03301                  Verbal Disputes   \n",
       "\n",
       "                          OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA  \\\n",
       "0                          LARCENY ALL OTHERS      D14            808   \n",
       "1                                   VANDALISM      C11            347   \n",
       "2                         TOWED MOTOR VEHICLE       D4            151   \n",
       "3                        INVESTIGATE PROPERTY       D4            272   \n",
       "4                        INVESTIGATE PROPERTY       B3            421   \n",
       "5  M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY      C11            398   \n",
       "6                                  AUTO THEFT       B2            330   \n",
       "7                              VERBAL DISPUTE       B2            584   \n",
       "8                            ROBBERY - STREET       C6            177   \n",
       "9                              VERBAL DISPUTE      C11            364   \n",
       "\n",
       "  SHOOTING     OCCURRED_ON_DATE  YEAR MONTH DAY_OF_WEEK HOUR    UCR_PART  \\\n",
       "0           2018-09-02 13:00:00  2018     9      Sunday   13    Part One   \n",
       "1           2018-08-21 00:00:00  2018     8     Tuesday    0    Part Two   \n",
       "2           2018-09-03 19:27:00  2018     9      Monday   19  Part Three   \n",
       "3           2018-09-03 21:16:00  2018     9      Monday   21  Part Three   \n",
       "4           2018-09-03 21:05:00  2018     9      Monday   21  Part Three   \n",
       "5           2018-09-03 21:09:00  2018     9      Monday   21  Part Three   \n",
       "6           2018-09-03 21:25:00  2018     9      Monday   21    Part One   \n",
       "7           2018-09-03 20:39:37  2018     9      Monday   20  Part Three   \n",
       "8           2018-09-03 20:48:00  2018     9      Monday   20    Part One   \n",
       "9           2018-09-03 20:38:00  2018     9      Monday   20  Part Three   \n",
       "\n",
       "              STREET          Lat          Long                     Location  \n",
       "0         LINCOLN ST  42.35779134  -71.13937053  (42.35779134, -71.13937053)  \n",
       "1           HECLA ST  42.30682138  -71.06030035  (42.30682138, -71.06030035)  \n",
       "2        CAZENOVE ST  42.34658879  -71.07242943  (42.34658879, -71.07242943)  \n",
       "3         NEWCOMB ST  42.33418175  -71.07866441  (42.33418175, -71.07866441)  \n",
       "4           DELHI ST  42.27536542  -71.09036101  (42.27536542, -71.09036101)  \n",
       "5         TALBOT AVE  42.29019621  -71.07159012  (42.29019621, -71.07159012)  \n",
       "6        NORMANDY ST  42.30607218  -71.08273260  (42.30607218, -71.08273260)  \n",
       "7            LAWN ST  42.32701648  -71.10555088  (42.32701648, -71.10555088)  \n",
       "8  MASSACHUSETTS AVE  42.33152148  -71.07085307  (42.33152148, -71.07085307)  \n",
       "9          LESLIE ST  42.29514664  -71.05860832  (42.29514664, -71.05860832)  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['INCIDENT_NUMBER']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"INCIDENT_NUMBER\"].cols.names(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         False\n",
       "1         False\n",
       "2         False\n",
       "3         False\n",
       "4         False\n",
       "          ...  \n",
       "319068    False\n",
       "319069    False\n",
       "319070    False\n",
       "319071    False\n",
       "319072    False\n",
       "Length: 319073, dtype: bool"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((df[\"INCIDENT_NUMBER\"].data[\"INCIDENT_NUMBER\"]==\"i182070945\") | (df[\"DISTRICT\"].data[\"DISTRICT\"]==\"I182070945\")).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['INCIDENT_NUMBER',\n",
       " 'OFFENSE_CODE',\n",
       " 'OFFENSE_CODE_GROUP',\n",
       " 'OFFENSE_DESCRIPTION',\n",
       " 'DISTRICT',\n",
       " 'REPORTING_AREA',\n",
       " 'SHOOTING',\n",
       " 'OCCURRED_ON_DATE',\n",
       " 'YEAR',\n",
       " 'MONTH',\n",
       " 'DAY_OF_WEEK',\n",
       " 'HOUR',\n",
       " 'UCR_PART',\n",
       " 'STREET',\n",
       " 'Lat',\n",
       " 'Long',\n",
       " 'Location']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.set_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1.67 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'INCIDENT_NUMBER': {'profiler_dtype': {'dtype': 'string'},\n",
       "   'stats': {'match': 319073,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'I162030584', 'count': 13},\n",
       "     {'value': 'I152080623', 'count': 11},\n",
       "     {'value': 'I172013170', 'count': 10},\n",
       "     {'value': 'I182065208', 'count': 10},\n",
       "     {'value': 'I172096394', 'count': 10},\n",
       "     {'value': 'I162071327', 'count': 9},\n",
       "     {'value': 'I162001871', 'count': 9},\n",
       "     {'value': 'I172056883', 'count': 9},\n",
       "     {'value': 'I172054429', 'count': 9},\n",
       "     {'value': 'I162098170', 'count': 9},\n",
       "     {'value': 'I172022524', 'count': 9},\n",
       "     {'value': 'I152076465', 'count': 8},\n",
       "     {'value': 'I172053616', 'count': 8},\n",
       "     {'value': 'I152105431', 'count': 8},\n",
       "     {'value': 'I162082917', 'count': 8},\n",
       "     {'value': 'I162064331', 'count': 8},\n",
       "     {'value': 'I162056703', 'count': 8},\n",
       "     {'value': 'I130041200-00', 'count': 8},\n",
       "     {'value': 'I162087224', 'count': 8},\n",
       "     {'value': 'I162022140', 'count': 8},\n",
       "     {'value': 'I172069723', 'count': 8},\n",
       "     {'value': 'I162090278', 'count': 8},\n",
       "     {'value': 'I162074826', 'count': 8},\n",
       "     {'value': 'I162078338', 'count': 8},\n",
       "     {'value': 'I152101399', 'count': 7},\n",
       "     {'value': 'I152095733', 'count': 7},\n",
       "     {'value': 'I162054378', 'count': 7},\n",
       "     {'value': 'I152067057', 'count': 7},\n",
       "     {'value': 'I152096998', 'count': 7},\n",
       "     {'value': 'I172018004', 'count': 7},\n",
       "     {'value': 'I162083089', 'count': 7},\n",
       "     {'value': 'I162045680', 'count': 7},\n",
       "     {'value': 'I152071480', 'count': 7}],\n",
       "    'count_uniques': 282517},\n",
       "   'dtype': 'object'}},\n",
       " 'name': None,\n",
       " 'file_name': None,\n",
       " 'summary': {'cols_count': 17,\n",
       "  'rows_count': 319073,\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.profile(\"INCIDENT_NUMBER\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'profile': {'columns': {'INCIDENT_NUMBER': {'profiler_dtype': {'dtype': 'string'},\n",
       "    'stats': {'match': 319073,\n",
       "     'missing': 0,\n",
       "     'mismatch': 0,\n",
       "     'profiler_dtype': {'dtype': 'string'},\n",
       "     'frequency': [{'value': 'I162030584', 'count': 13},\n",
       "      {'value': 'I152080623', 'count': 11},\n",
       "      {'value': 'I172013170', 'count': 10},\n",
       "      {'value': 'I182065208', 'count': 10},\n",
       "      {'value': 'I172096394', 'count': 10},\n",
       "      {'value': 'I162071327', 'count': 9},\n",
       "      {'value': 'I162001871', 'count': 9},\n",
       "      {'value': 'I172056883', 'count': 9},\n",
       "      {'value': 'I172054429', 'count': 9},\n",
       "      {'value': 'I162098170', 'count': 9},\n",
       "      {'value': 'I172022524', 'count': 9},\n",
       "      {'value': 'I152076465', 'count': 8},\n",
       "      {'value': 'I172053616', 'count': 8},\n",
       "      {'value': 'I152105431', 'count': 8},\n",
       "      {'value': 'I162082917', 'count': 8},\n",
       "      {'value': 'I162064331', 'count': 8},\n",
       "      {'value': 'I162056703', 'count': 8},\n",
       "      {'value': 'I130041200-00', 'count': 8},\n",
       "      {'value': 'I162087224', 'count': 8},\n",
       "      {'value': 'I162022140', 'count': 8},\n",
       "      {'value': 'I172069723', 'count': 8},\n",
       "      {'value': 'I162090278', 'count': 8},\n",
       "      {'value': 'I162074826', 'count': 8},\n",
       "      {'value': 'I162078338', 'count': 8},\n",
       "      {'value': 'I152101399', 'count': 7},\n",
       "      {'value': 'I152095733', 'count': 7},\n",
       "      {'value': 'I162054378', 'count': 7},\n",
       "      {'value': 'I152067057', 'count': 7},\n",
       "      {'value': 'I152096998', 'count': 7},\n",
       "      {'value': 'I172018004', 'count': 7},\n",
       "      {'value': 'I162083089', 'count': 7},\n",
       "      {'value': 'I162045680', 'count': 7},\n",
       "      {'value': 'I152071480', 'count': 7}],\n",
       "     'count_uniques': 282517},\n",
       "    'dtype': 'object'}},\n",
       "  'name': None,\n",
       "  'file_name': None,\n",
       "  'summary': {'cols_count': 17,\n",
       "   'rows_count': 319073,\n",
       "   'dtypes_list': ['object'],\n",
       "   'total_count_dtypes': 1,\n",
       "   'missing_count': 0,\n",
       "   'p_missing': 0.0}},\n",
       " 'transformations': {'actions': []}}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df  = df.cols.cast(\"OFFENSE_CODE\", \"int\").cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">INCIDENT_NUMBER</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE_GROUP</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_DESCRIPTION</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DISTRICT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">REPORTING_AREA</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">SHOOTING</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OCCURRED_ON_DATE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">YEAR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">MONTH</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DAY_OF_WEEK</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">HOUR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">UCR_PART</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">STREET</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Long</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Location</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I172015220\">\n",
       "                \n",
       "                I172015220\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3301\">\n",
       "                \n",
       "                3301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Verbal&#8901;Disputes\">\n",
       "                \n",
       "                Verbal&#8901;Disputes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VERBAL&#8901;DISPUTE\">\n",
       "                \n",
       "                VERBAL&#8901;DISPUTE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C6\">\n",
       "                \n",
       "                C6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"186\">\n",
       "                \n",
       "                186\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017-02-24&#8901;19:17:00\">\n",
       "                \n",
       "                2017-02-24&#8901;19:17:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017\">\n",
       "                \n",
       "                2017\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Friday\">\n",
       "                \n",
       "                Friday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALLSTATE&#8901;RD\">\n",
       "                \n",
       "                ALLSTATE&#8901;RD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(0.00000000,&#8901;0.00000000)\">\n",
       "                \n",
       "                (0.00000000,&#8901;0.00000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I172080021\">\n",
       "                \n",
       "                I172080021\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3831\">\n",
       "                \n",
       "                3831\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Motor&#8901;Vehicle&#8901;Accident&#8901;Response\">\n",
       "                \n",
       "                Motor&#8901;Vehicle&#8901;Accident&#8901;Response\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M/V&#8901;-&#8901;LEAVING&#8901;SCENE&#8901;-&#8901;PROPERTY&#8901;DAMAGE\">\n",
       "                \n",
       "                M/V&#8901;-&#8901;LEAVING&#8901;SCENE&#8901;-&#8901;PROPERTY&#8901;DAMAGE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"351\">\n",
       "                \n",
       "                351\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017-09-23&#8901;12:00:00\">\n",
       "                \n",
       "                2017-09-23&#8901;12:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017\">\n",
       "                \n",
       "                2017\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Saturday\">\n",
       "                \n",
       "                Saturday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ADAMS&#8901;ST\">\n",
       "                \n",
       "                ADAMS&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.30060526\">\n",
       "                \n",
       "                42.30060526\n",
       "                 \n",
       "            </div>\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.05923027\">\n",
       "                \n",
       "                -71.05923027\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.30060526,&#8901;-71.05923027)\">\n",
       "                \n",
       "                (42.30060526,&#8901;-71.05923027)\n",
       "                 \n",
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       "    \n",
       "    <tr>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I172002366\">\n",
       "                \n",
       "                I172002366\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3831\">\n",
       "                \n",
       "                3831\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Motor&#8901;Vehicle&#8901;Accident&#8901;Response\">\n",
       "                \n",
       "                Motor&#8901;Vehicle&#8901;Accident&#8901;Response\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M/V&#8901;-&#8901;LEAVING&#8901;SCENE&#8901;-&#8901;PROPERTY&#8901;DAMAGE\">\n",
       "                \n",
       "                M/V&#8901;-&#8901;LEAVING&#8901;SCENE&#8901;-&#8901;PROPERTY&#8901;DAMAGE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B2\">\n",
       "                \n",
       "                B2\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"183\">\n",
       "                \n",
       "                183\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017-01-06&#8901;16:40:00\">\n",
       "                \n",
       "                2017-01-06&#8901;16:40:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017\">\n",
       "                \n",
       "                2017\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Friday\">\n",
       "                \n",
       "                Friday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16\">\n",
       "                \n",
       "                16\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"E&#8901;COTTAGE&#8901;ST\">\n",
       "                \n",
       "                E&#8901;COTTAGE&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.32150685\">\n",
       "                \n",
       "                42.32150685\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07076276\">\n",
       "                \n",
       "                -71.07076276\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.32150685,&#8901;-71.07076276)\">\n",
       "                \n",
       "                (42.32150685,&#8901;-71.07076276)\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I172025121\">\n",
       "                \n",
       "                I172025121\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3301\">\n",
       "                \n",
       "                3301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Verbal&#8901;Disputes\">\n",
       "                \n",
       "                Verbal&#8901;Disputes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VERBAL&#8901;DISPUTE\">\n",
       "                \n",
       "                VERBAL&#8901;DISPUTE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"A7\">\n",
       "                \n",
       "                A7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017-03-31&#8901;22:32:00\">\n",
       "                \n",
       "                2017-03-31&#8901;22:32:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017\">\n",
       "                \n",
       "                2017\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Friday\">\n",
       "                \n",
       "                Friday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"22\">\n",
       "                \n",
       "                22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FRANKFORT&#8901;ST\">\n",
       "                \n",
       "                FRANKFORT&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.37083684\">\n",
       "                \n",
       "                42.37083684\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.03397707\">\n",
       "                \n",
       "                -71.03397707\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.37083684,&#8901;-71.03397707)\">\n",
       "                \n",
       "                (42.37083684,&#8901;-71.03397707)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I172096396\">\n",
       "                \n",
       "                I172096396\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3820\">\n",
       "                \n",
       "                3820\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Motor&#8901;Vehicle&#8901;Accident&#8901;Response\">\n",
       "                \n",
       "                Motor&#8901;Vehicle&#8901;Accident&#8901;Response\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M/V&#8901;ACCIDENT&#8901;INVOLVING&#8901;PEDESTRIAN&#8901;-&#8901;INJURY\">\n",
       "                \n",
       "                M/V&#8901;ACCIDENT&#8901;INVOLVING&#8901;PEDESTRIAN&#8901;-&#8901;INJURY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"A15\">\n",
       "                \n",
       "                A15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"41\">\n",
       "                \n",
       "                41\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017-11-18&#8901;19:55:00\">\n",
       "                \n",
       "                2017-11-18&#8901;19:55:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2017\">\n",
       "                \n",
       "                2017\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Saturday\">\n",
       "                \n",
       "                Saturday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CHELSEA&#8901;ST\">\n",
       "                \n",
       "                CHELSEA&#8901;ST\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.37530654\">\n",
       "                \n",
       "                42.37530654\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.05628689\">\n",
       "                \n",
       "                -71.05628689\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.37530654,&#8901;-71.05628689)\">\n",
       "                \n",
       "                (42.37530654,&#8901;-71.05628689)\n",
       "                 \n",
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       "    <tr>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182008862\">\n",
       "                \n",
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       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"802\">\n",
       "                \n",
       "                802\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Simple&#8901;Assault\">\n",
       "                \n",
       "                Simple&#8901;Assault\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ASSAULT&#8901;SIMPLE&#8901;-&#8901;BATTERY\">\n",
       "                \n",
       "                ASSAULT&#8901;SIMPLE&#8901;-&#8901;BATTERY\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C6\">\n",
       "                \n",
       "                C6\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"936\">\n",
       "                \n",
       "                936\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-02-02&#8901;23:24:00\">\n",
       "                \n",
       "                2018-02-02&#8901;23:24:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Friday\">\n",
       "                \n",
       "                Friday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23\">\n",
       "                \n",
       "                23\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Two\">\n",
       "                \n",
       "                Part&#8901;Two\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B&#8901;ST\">\n",
       "                \n",
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       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.34061082\">\n",
       "                \n",
       "                42.34061082\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.05414345\">\n",
       "                \n",
       "                -71.05414345\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.34061082,&#8901;-71.05414345)\">\n",
       "                \n",
       "                (42.34061082,&#8901;-71.05414345)\n",
       "                 \n",
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       "        \n",
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       "    <tr>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I152052685\">\n",
       "                \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3810\">\n",
       "                \n",
       "                3810\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Motor&#8901;Vehicle&#8901;Accident&#8901;Response\">\n",
       "                \n",
       "                Motor&#8901;Vehicle&#8901;Accident&#8901;Response\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M/V&#8901;ACCIDENT&#8901;-&#8901;INVOLVING&#8901; BICYCLE&#8901;-&#8901;INJURY\">\n",
       "                \n",
       "                M/V&#8901;ACCIDENT&#8901;-&#8901;INVOLVING&#8901; BICYCLE&#8901;-&#8901;INJURY\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D14\">\n",
       "                \n",
       "                D14\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"772\">\n",
       "                \n",
       "                772\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015-06-25&#8901;19:10:00\">\n",
       "                \n",
       "                2015-06-25&#8901;19:10:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015\">\n",
       "                \n",
       "                2015\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Thursday\">\n",
       "                \n",
       "                Thursday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CHESTNUT&#8901;HILL&#8901;AVE\">\n",
       "                \n",
       "                CHESTNUT&#8901;HILL&#8901;AVE\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.34420182\">\n",
       "                \n",
       "                42.34420182\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.15346093\">\n",
       "                \n",
       "                -71.15346093\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.34420182,&#8901;-71.15346093)\">\n",
       "                \n",
       "                (42.34420182,&#8901;-71.15346093)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I162041872\">\n",
       "                \n",
       "                I162041872\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3112\">\n",
       "                \n",
       "                3112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Landlord/Tenant&#8901;Disputes\">\n",
       "                \n",
       "                Landlord/Tenant&#8901;Disputes\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LANDLORD&#8901;-&#8901;TENANT&#8901;SERVICE\">\n",
       "                \n",
       "                LANDLORD&#8901;-&#8901;TENANT&#8901;SERVICE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"333\">\n",
       "                \n",
       "                333\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016-05-28&#8901;16:53:00\">\n",
       "                \n",
       "                2016-05-28&#8901;16:53:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016\">\n",
       "                \n",
       "                2016\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
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       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
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    "df.display()"
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  {
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   "execution_count": 18,
   "metadata": {},
   "outputs": [
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       "   OFFENSE_CODE\n",
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       "8             0\n",
       "9             0"
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    "(df[\"OFFENSE_CODE\"] - df[\"OFFENSE_CODE\"]).head()"
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  {
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   "execution_count": 19,
   "metadata": {},
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       "        INCIDENT_NUMBER\n",
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       "...                 ...\n",
       "319068             True\n",
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       "319070             True\n",
       "319071             True\n",
       "319072             True\n",
       "\n",
       "[319073 rows x 1 columns]"
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    "(df[\"INCIDENT_NUMBER\"] == df[\"INCIDENT_NUMBER\"]).compute()"
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  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "['INCIDENT_NUMBER',\n",
       " 'OFFENSE_CODE',\n",
       " 'OFFENSE_CODE_GROUP',\n",
       " 'OFFENSE_DESCRIPTION',\n",
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       " 'STREET',\n",
       " 'Lat',\n",
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
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   "cell_type": "code",
   "execution_count": 21,
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       "      <td>1402.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>347.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3410.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3114.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>272.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.334182</td>\n",
       "      <td>-71.078664</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3114.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>421.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.275365</td>\n",
       "      <td>-71.090361</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   INCIDENT_NUMBER  OFFENSE_CODE  OFFENSE_CODE_GROUP  OFFENSE_DESCRIPTION  \\\n",
       "0              NaN         619.0                 NaN                  NaN   \n",
       "1              NaN        1402.0                 NaN                  NaN   \n",
       "2              NaN        3410.0                 NaN                  NaN   \n",
       "3              NaN        3114.0                 NaN                  NaN   \n",
       "4              NaN        3114.0                 NaN                  NaN   \n",
       "\n",
       "   DISTRICT  REPORTING_AREA  SHOOTING  OCCURRED_ON_DATE    YEAR  MONTH  \\\n",
       "0       NaN           808.0       NaN               NaN  2018.0    9.0   \n",
       "1       NaN           347.0       NaN               NaN  2018.0    8.0   \n",
       "2       NaN           151.0       NaN               NaN  2018.0    9.0   \n",
       "3       NaN           272.0       NaN               NaN  2018.0    9.0   \n",
       "4       NaN           421.0       NaN               NaN  2018.0    9.0   \n",
       "\n",
       "   DAY_OF_WEEK  HOUR  UCR_PART  STREET        Lat       Long  Location  \n",
       "0          NaN  13.0       NaN     NaN  42.357791 -71.139371       NaN  \n",
       "1          NaN   0.0       NaN     NaN  42.306821 -71.060300       NaN  \n",
       "2          NaN  19.0       NaN     NaN  42.346589 -71.072429       NaN  \n",
       "3          NaN  21.0       NaN     NaN  42.334182 -71.078664       NaN  \n",
       "4          NaN  21.0       NaN     NaN  42.275365 -71.090361       NaN  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.to_float(\"*\").data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 17.8 s\n"
     ]
    },
    {
     "data": {
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       "     {'value': 'Investigate Person', 'count': 18750},\n",
       "     {'value': 'Other', 'count': 18075},\n",
       "     {'value': 'Drug Violation', 'count': 16548},\n",
       "     {'value': 'Simple Assault', 'count': 15826},\n",
       "     {'value': 'Vandalism', 'count': 15415},\n",
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       "     {'value': 'Towed', 'count': 11287},\n",
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       "     {'value': 'Larceny From Motor Vehicle', 'count': 10847},\n",
       "     {'value': 'Property Lost', 'count': 9751},\n",
       "     {'value': 'Warrant Arrests', 'count': 8407},\n",
       "     {'value': 'Aggravated Assault', 'count': 7807},\n",
       "     {'value': 'Violations', 'count': 6095},\n",
       "     {'value': 'Fraud', 'count': 5829},\n",
       "     {'value': 'Residential Burglary', 'count': 5606},\n",
       "     {'value': 'Missing Person Located', 'count': 4958},\n",
       "     {'value': 'Auto Theft', 'count': 4851},\n",
       "     {'value': 'Robbery', 'count': 4624},\n",
       "     {'value': 'Harassment', 'count': 4007},\n",
       "     {'value': 'Property Found', 'count': 3925},\n",
       "     {'value': 'Missing Person Reported', 'count': 3797},\n",
       "     {'value': 'Confidence Games', 'count': 3147},\n",
       "     {'value': 'Police Service Incidents', 'count': 2781},\n",
       "     {'value': 'Disorderly Conduct', 'count': 2611},\n",
       "     {'value': 'Fire Related Reports', 'count': 1920},\n",
       "     {'value': 'Firearm Violations', 'count': 1777},\n",
       "     {'value': 'License Violation', 'count': 1701},\n",
       "     {'value': 'Restraining Order Violations', 'count': 1607},\n",
       "     {'value': 'Recovered Stolen Property', 'count': 1455},\n",
       "     {'value': 'Counterfeiting', 'count': 1454}],\n",
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       "     {'value': 'VANDALISM', 'count': 15154},\n",
       "     {'value': 'ASSAULT SIMPLE - BATTERY', 'count': 14791},\n",
       "     {'value': 'VERBAL DISPUTE', 'count': 13099},\n",
       "     {'value': 'TOWED MOTOR VEHICLE', 'count': 11287},\n",
       "     {'value': 'INVESTIGATE PROPERTY', 'count': 11124},\n",
       "     {'value': 'LARCENY THEFT FROM BUILDING', 'count': 9069},\n",
       "     {'value': 'THREATS TO DO BODILY HARM', 'count': 9042},\n",
       "     {'value': 'LARCENY THEFT FROM MV - NON-ACCESSORY', 'count': 8893},\n",
       "     {'value': 'PROPERTY - LOST', 'count': 8893},\n",
       "     {'value': 'WARRANT ARREST', 'count': 8407},\n",
       "     {'value': 'LARCENY SHOPLIFTING', 'count': 7949},\n",
       "     {'value': 'M/V ACCIDENT - PROPERTY DAMAGE', 'count': 6557},\n",
       "     {'value': 'LARCENY ALL OTHERS', 'count': 5963},\n",
       "     {'value': 'M/V ACCIDENT - PERSONAL INJURY', 'count': 5131},\n",
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       "     {'value': 'PROPERTY - FOUND', 'count': 3698},\n",
       "     {'value': 'AUTO THEFT', 'count': 3630},\n",
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       "     {'value': 'ROBBERY - STREET', 'count': 3056},\n",
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       "     {'value': '2016-09-01 00:00:00', 'count': 19},\n",
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     "execution_count": 22,
     "metadata": {},
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   "source": [
    "%%time\n",
    "df.profile()"
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  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>i182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP   OFFENSE_DESCRIPTION  \\\n",
       "0      i182070945           619               Larceny    LARCENY ALL OTHERS   \n",
       "1      i182070943          1402             Vandalism             VANDALISM   \n",
       "2      i182070941          3410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      i182070940          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      i182070938          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  DISTRICT REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR MONTH  \\\n",
       "0      D14            808           2018-09-02 13:00:00  2018     9   \n",
       "1      C11            347           2018-08-21 00:00:00  2018     8   \n",
       "2       D4            151           2018-09-03 19:27:00  2018     9   \n",
       "3       D4            272           2018-09-03 21:16:00  2018     9   \n",
       "4       B3            421           2018-09-03 21:05:00  2018     9   \n",
       "\n",
       "  DAY_OF_WEEK HOUR    UCR_PART       STREET          Lat          Long  \\\n",
       "0      Sunday   13    Part One   LINCOLN ST  42.35779134  -71.13937053   \n",
       "1     Tuesday    0    Part Two     HECLA ST  42.30682138  -71.06030035   \n",
       "2      Monday   19  Part Three  CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3      Monday   21  Part Three   NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4      Monday   21  Part Three     DELHI ST  42.27536542  -71.09036101   \n",
       "\n",
       "                      Location  \n",
       "0  (42.35779134, -71.13937053)  \n",
       "1  (42.30682138, -71.06030035)  \n",
       "2  (42.34658879, -71.07242943)  \n",
       "3  (42.33418175, -71.07866441)  \n",
       "4  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.lower(\"INCIDENT_NUMBER\").data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas as pd\n",
    "# df = pd.DataFrame([[1, 2], [4, 5], [7, 8]],\n",
    "#      index=['cobra', 'viper', 'sidewinder'],\n",
    "#      columns=['max_speed', 'shield'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP   OFFENSE_DESCRIPTION  \\\n",
       "0      I182070945           619               Larceny    LARCENY ALL OTHERS   \n",
       "1      I182070943          1402             Vandalism             VANDALISM   \n",
       "2      I182070941          3410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      I182070940          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      I182070938          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  DISTRICT REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR MONTH  \\\n",
       "0      D14            808           2018-09-02 13:00:00  2018     9   \n",
       "1      C11            347           2018-08-21 00:00:00  2018     8   \n",
       "2       D4            151           2018-09-03 19:27:00  2018     9   \n",
       "3       D4            272           2018-09-03 21:16:00  2018     9   \n",
       "4       B3            421           2018-09-03 21:05:00  2018     9   \n",
       "\n",
       "  DAY_OF_WEEK HOUR    UCR_PART       STREET          Lat          Long  \\\n",
       "0      Sunday   13    Part One   LINCOLN ST  42.35779134  -71.13937053   \n",
       "1     Tuesday    0    Part Two     HECLA ST  42.30682138  -71.06030035   \n",
       "2      Monday   19  Part Three  CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3      Monday   21  Part Three   NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4      Monday   21  Part Three     DELHI ST  42.27536542  -71.09036101   \n",
       "\n",
       "                      Location  \n",
       "0  (42.35779134, -71.13937053)  \n",
       "1  (42.30682138, -71.06030035)  \n",
       "2  (42.34658879, -71.07242943)  \n",
       "3  (42.33418175, -71.07866441)  \n",
       "4  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Rows' object has no attribute 'is_profiler_dtype'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-0f4c517b8dbe>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_profiler_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"INCIDENT_NUMBER\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"int\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'Rows' object has no attribute 'is_profiler_dtype'"
     ]
    }
   ],
   "source": [
    "df.rows.is_profiler_dtype(\"INCIDENT_NUMBER\", \"int\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.match(\"INCIDENT_NUMBER\",\"I\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['INCIDENT_NUMBER',\n",
       " 'OFFENSE_CODE',\n",
       " 'OFFENSE_CODE_GROUP',\n",
       " 'OFFENSE_DESCRIPTION',\n",
       " 'DISTRICT',\n",
       " 'REPORTING_AREA',\n",
       " 'SHOOTING',\n",
       " 'OCCURRED_ON_DATE',\n",
       " 'YEAR',\n",
       " 'MONTH',\n",
       " 'DAY_OF_WEEK',\n",
       " 'HOUR',\n",
       " 'UCR_PART',\n",
       " 'STREET',\n",
       " 'Lat',\n",
       " 'Long',\n",
       " 'Location']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['INCIDENT_NUMBER']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list((\"INCIDENT_NUMBER\",))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<optimus.new_optimus.DaskDataFrame at 0x293a70c6cc8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.cols.select((\"INCIDENT_NUMBER\",))\n",
    "df.cols.select(\"INCIDENT_NUMBER\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>I182070936</td>\n",
       "      <td>3820</td>\n",
       "      <td>Motor Vehicle Accident Response</td>\n",
       "      <td>M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY</td>\n",
       "      <td>C11</td>\n",
       "      <td>398</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:09:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>TALBOT AVE</td>\n",
       "      <td>42.29019621</td>\n",
       "      <td>-71.07159012</td>\n",
       "      <td>(42.29019621, -71.07159012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>I182070933</td>\n",
       "      <td>724</td>\n",
       "      <td>Auto Theft</td>\n",
       "      <td>AUTO THEFT</td>\n",
       "      <td>B2</td>\n",
       "      <td>330</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:25:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part One</td>\n",
       "      <td>NORMANDY ST</td>\n",
       "      <td>42.30607218</td>\n",
       "      <td>-71.08273260</td>\n",
       "      <td>(42.30607218, -71.08273260)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I182070932</td>\n",
       "      <td>3301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>B2</td>\n",
       "      <td>584</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:39:37</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LAWN ST</td>\n",
       "      <td>42.32701648</td>\n",
       "      <td>-71.10555088</td>\n",
       "      <td>(42.32701648, -71.10555088)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>I182070931</td>\n",
       "      <td>301</td>\n",
       "      <td>Robbery</td>\n",
       "      <td>ROBBERY - STREET</td>\n",
       "      <td>C6</td>\n",
       "      <td>177</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:48:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part One</td>\n",
       "      <td>MASSACHUSETTS AVE</td>\n",
       "      <td>42.33152148</td>\n",
       "      <td>-71.07085307</td>\n",
       "      <td>(42.33152148, -71.07085307)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>I182070929</td>\n",
       "      <td>3301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>C11</td>\n",
       "      <td>364</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 20:38:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LESLIE ST</td>\n",
       "      <td>42.29514664</td>\n",
       "      <td>-71.05860832</td>\n",
       "      <td>(42.29514664, -71.05860832)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER  OFFENSE_CODE               OFFENSE_CODE_GROUP  \\\n",
       "0      I182070945           619                          Larceny   \n",
       "1      I182070943          1402                        Vandalism   \n",
       "2      I182070941          3410                            Towed   \n",
       "3      I182070940          3114             Investigate Property   \n",
       "4      I182070938          3114             Investigate Property   \n",
       "5      I182070936          3820  Motor Vehicle Accident Response   \n",
       "6      I182070933           724                       Auto Theft   \n",
       "7      I182070932          3301                  Verbal Disputes   \n",
       "8      I182070931           301                          Robbery   \n",
       "9      I182070929          3301                  Verbal Disputes   \n",
       "\n",
       "                          OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA  \\\n",
       "0                          LARCENY ALL OTHERS      D14            808   \n",
       "1                                   VANDALISM      C11            347   \n",
       "2                         TOWED MOTOR VEHICLE       D4            151   \n",
       "3                        INVESTIGATE PROPERTY       D4            272   \n",
       "4                        INVESTIGATE PROPERTY       B3            421   \n",
       "5  M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY      C11            398   \n",
       "6                                  AUTO THEFT       B2            330   \n",
       "7                              VERBAL DISPUTE       B2            584   \n",
       "8                            ROBBERY - STREET       C6            177   \n",
       "9                              VERBAL DISPUTE      C11            364   \n",
       "\n",
       "  SHOOTING     OCCURRED_ON_DATE  YEAR MONTH DAY_OF_WEEK HOUR    UCR_PART  \\\n",
       "0           2018-09-02 13:00:00  2018     9      Sunday   13    Part One   \n",
       "1           2018-08-21 00:00:00  2018     8     Tuesday    0    Part Two   \n",
       "2           2018-09-03 19:27:00  2018     9      Monday   19  Part Three   \n",
       "3           2018-09-03 21:16:00  2018     9      Monday   21  Part Three   \n",
       "4           2018-09-03 21:05:00  2018     9      Monday   21  Part Three   \n",
       "5           2018-09-03 21:09:00  2018     9      Monday   21  Part Three   \n",
       "6           2018-09-03 21:25:00  2018     9      Monday   21    Part One   \n",
       "7           2018-09-03 20:39:37  2018     9      Monday   20  Part Three   \n",
       "8           2018-09-03 20:48:00  2018     9      Monday   20    Part One   \n",
       "9           2018-09-03 20:38:00  2018     9      Monday   20  Part Three   \n",
       "\n",
       "              STREET          Lat          Long                     Location  \n",
       "0         LINCOLN ST  42.35779134  -71.13937053  (42.35779134, -71.13937053)  \n",
       "1           HECLA ST  42.30682138  -71.06030035  (42.30682138, -71.06030035)  \n",
       "2        CAZENOVE ST  42.34658879  -71.07242943  (42.34658879, -71.07242943)  \n",
       "3         NEWCOMB ST  42.33418175  -71.07866441  (42.33418175, -71.07866441)  \n",
       "4           DELHI ST  42.27536542  -71.09036101  (42.27536542, -71.09036101)  \n",
       "5         TALBOT AVE  42.29019621  -71.07159012  (42.29019621, -71.07159012)  \n",
       "6        NORMANDY ST  42.30607218  -71.08273260  (42.30607218, -71.08273260)  \n",
       "7            LAWN ST  42.32701648  -71.10555088  (42.32701648, -71.10555088)  \n",
       "8  MASSACHUSETTS AVE  42.33152148  -71.07085307  (42.33152148, -71.07085307)  \n",
       "9          LESLIE ST  42.29514664  -71.05860832  (42.29514664, -71.05860832)  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
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       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">INCIDENT_NUMBER</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (bool)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
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       "        \n",
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       "\n",
       "    </thead>\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
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       "        \n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
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       "    <tr>\n",
       "        \n",
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       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
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       "                \n",
       "                False\n",
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       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
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       "                False\n",
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       "        </td>\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
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       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"INCIDENT_NUMBER\"].mask.equal(\"INCIDENT_NUMBER\",\"I182070945\").display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<optimus.engines.dask.columns.Cols at 0x293a709db88>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<optimus.new_optimus.DaskDataFrame at 0x1997a447708>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.mask.match(\"INCIDENT_NUMBER\",\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "\n",
    "import dask\n",
    "from dask.dataframe import from_delayed\n",
    "\n",
    "\n",
    "def oset(col_name, expr, where):\n",
    "    \n",
    "    where = (where.data[where.cols.names(0)[0]]).to_delayed()\n",
    "    ddf = df.to_delayed()\n",
    "    \n",
    "    def func(_df, _col_name, _mask):\n",
    "        \n",
    "#         _df.loc[_mask,[_col_name]]=expr(_df)\n",
    "        return _df\n",
    "\n",
    "    for _part,_mask in zip(ddf, where):\n",
    "        delayed_parts = dask.delayed(func)(_part, col_name, _mask)\n",
    "\n",
    "    return from_delayed(delayed_parts)\n",
    "\n",
    "col_name=\"INCIDENT_NUMBER\"\n",
    "where= ((df[col_name]==\"i182070945\") | (df[\"DISTRICT\"]==\"I182070945\"))\n",
    "\n",
    "F = df.functions\n",
    "\n",
    "def expr(series):\n",
    "    return F.lower(series[\"OFFENSE_CODE_GROUP\"])\n",
    "\n",
    "\n",
    "oset(col_name, expr, where).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i182070945</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER OFFENSE_CODE    OFFENSE_CODE_GROUP   OFFENSE_DESCRIPTION  \\\n",
       "0      i182070945        00619               Larceny    LARCENY ALL OTHERS   \n",
       "1      I182070943        01402             Vandalism             VANDALISM   \n",
       "2      I182070941        03410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      I182070940        03114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      I182070938        03114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  DISTRICT REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR MONTH  \\\n",
       "0      D14            808           2018-09-02 13:00:00  2018     9   \n",
       "1      C11            347           2018-08-21 00:00:00  2018     8   \n",
       "2       D4            151           2018-09-03 19:27:00  2018     9   \n",
       "3       D4            272           2018-09-03 21:16:00  2018     9   \n",
       "4       B3            421           2018-09-03 21:05:00  2018     9   \n",
       "\n",
       "  DAY_OF_WEEK HOUR    UCR_PART       STREET          Lat          Long  \\\n",
       "0      Sunday   13    Part One   LINCOLN ST  42.35779134  -71.13937053   \n",
       "1     Tuesday    0    Part Two     HECLA ST  42.30682138  -71.06030035   \n",
       "2      Monday   19  Part Three  CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3      Monday   21  Part Three   NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4      Monday   21  Part Three     DELHI ST  42.27536542  -71.09036101   \n",
       "\n",
       "                      Location  \n",
       "0  (42.35779134, -71.13937053)  \n",
       "1  (42.30682138, -71.06030035)  \n",
       "2  (42.34658879, -71.07242943)  \n",
       "3  (42.33418175, -71.07866441)  \n",
       "4  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# col_name = \"INCIDENT_NUMBER\"\n",
    "def func(pdf):\n",
    "    mask = pdf[\"INCIDENT_NUMBER\"]==\"I182070945\"\n",
    "    pdf.loc[mask,[\"INCIDENT_NUMBER\"]]=pdf[\"INCIDENT_NUMBER\"].str.lower()\n",
    "    return pdf\n",
    "\n",
    "df.data.map_partitions(func).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i182070945</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td></td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER OFFENSE_CODE    OFFENSE_CODE_GROUP   OFFENSE_DESCRIPTION  \\\n",
       "0      i182070945        00619               Larceny    LARCENY ALL OTHERS   \n",
       "1      I182070943        01402             Vandalism             VANDALISM   \n",
       "2      I182070941        03410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      I182070940        03114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      I182070938        03114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  DISTRICT REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR MONTH  \\\n",
       "0      D14            808           2018-09-02 13:00:00  2018     9   \n",
       "1      C11            347           2018-08-21 00:00:00  2018     8   \n",
       "2       D4            151           2018-09-03 19:27:00  2018     9   \n",
       "3       D4            272           2018-09-03 21:16:00  2018     9   \n",
       "4       B3            421           2018-09-03 21:05:00  2018     9   \n",
       "\n",
       "  DAY_OF_WEEK HOUR    UCR_PART       STREET          Lat          Long  \\\n",
       "0      Sunday   13    Part One   LINCOLN ST  42.35779134  -71.13937053   \n",
       "1     Tuesday    0    Part Two     HECLA ST  42.30682138  -71.06030035   \n",
       "2      Monday   19  Part Three  CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3      Monday   21  Part Three   NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4      Monday   21  Part Three     DELHI ST  42.27536542  -71.09036101   \n",
       "\n",
       "                      Location  \n",
       "0  (42.35779134, -71.13937053)  \n",
       "1  (42.30682138, -71.06030035)  \n",
       "2  (42.34658879, -71.07242943)  \n",
       "3  (42.33418175, -71.07866441)  \n",
       "4  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'pandas' from 'C:\\\\Users\\\\argenisleon\\\\Anaconda3\\\\lib\\\\site-packages\\\\pandas\\\\__init__.py'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op.client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 6.96 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
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       "     {'value': 'I182065208', 'count': 10},\n",
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       "     {'value': 'Investigate Person', 'count': 18750},\n",
       "     {'value': 'Other', 'count': 18075},\n",
       "     {'value': 'Drug Violation', 'count': 16548},\n",
       "     {'value': 'Simple Assault', 'count': 15826},\n",
       "     {'value': 'Vandalism', 'count': 15415},\n",
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       "     {'value': 'Larceny From Motor Vehicle', 'count': 10847},\n",
       "     {'value': 'Property Lost', 'count': 9751},\n",
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       "     {'value': 'Aggravated Assault', 'count': 7807},\n",
       "     {'value': 'Violations', 'count': 6095},\n",
       "     {'value': 'Fraud', 'count': 5829},\n",
       "     {'value': 'Residential Burglary', 'count': 5606},\n",
       "     {'value': 'Missing Person Located', 'count': 4958},\n",
       "     {'value': 'Auto Theft', 'count': 4851},\n",
       "     {'value': 'Robbery', 'count': 4624},\n",
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       "     {'value': 'License Violation', 'count': 1701},\n",
       "     {'value': 'Restraining Order Violations', 'count': 1607},\n",
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       " 'name': None,\n",
       " 'file_name': ('data/crime.csv', 'crime.csv'),\n",
       " 'summary': {'cols_count': 17,\n",
       "  'rows_count': 319073,\n",
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     "execution_count": 10,
     "metadata": {},
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   "source": [
    "%%time\n",
    "df.profile()"
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  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
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       "                \n",
       "                martinez\n",
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       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df"
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  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'cedula': 17484892.0, 'edad': 20.0, 'apellido': nan}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df.cols.min(\"*\")"
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  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "     {'lower': 26.25, 'upper': 26.5, 'count': 0},\n",
       "     {'lower': 26.5, 'upper': 26.75, 'count': 0},\n",
       "     {'lower': 26.75, 'upper': 27.0, 'count': 0},\n",
       "     {'lower': 27.0, 'upper': 27.25, 'count': 1},\n",
       "     {'lower': 27.25, 'upper': 27.5, 'count': 0},\n",
       "     {'lower': 27.5, 'upper': 27.75, 'count': 0},\n",
       "     {'lower': 27.75, 'upper': 28.0, 'count': 2}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'apellido': {'stats': {'match': 6,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'null', 'count': 4},\n",
       "     {'value': 'martinez', 'count': 1},\n",
       "     {'value': 'contreras', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}}},\n",
       " 'name': 'edad.csv',\n",
       " 'file_name': 'data/edad.csv',\n",
       " 'summary': {'cols_count': 3,\n",
       "  'rows_count': 6,\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.profile(flush = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28479393\">\n",
       "                \n",
       "                28479393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aaa\">\n",
       "                \n",
       "                aaa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.to_integer(\"edad\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'cedula': 17484892.0, 'edad': 20.0, 'apellido': nan}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df[\"edad\"].data = df[\"edad\"].astype(\"int\")\n",
    "df = df.cols.cast(\"edad\", \"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
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       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
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       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
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       "            </div>\n",
       "        </td>\n",
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       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28479393\">\n",
       "                \n",
       "                28479393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aaa\">\n",
       "                \n",
       "                aaa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "tornado.application - ERROR - Uncaught exception GET /individual-workers/ws (127.0.0.1)\n",
      "HTTPServerRequest(protocol='http', host='127.0.0.1:8787', method='GET', uri='/individual-workers/ws', version='HTTP/1.1', remote_ip='127.0.0.1')\n",
      "Traceback (most recent call last):\n",
      "  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\tornado\\websocket.py\", line 956, in _accept_connection\n",
      "    open_result = handler.open(*handler.open_args, **handler.open_kwargs)\n",
      "  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\bokeh\\server\\views\\ws.py\", line 135, in open\n",
      "    raise ProtocolError(\"Token is expired.\")\n",
      "bokeh.protocol.exceptions.ProtocolError: Token is expired.\n"
     ]
    }
   ],
   "source": [
    "df.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "_df= df.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cedula</th>\n",
       "      <th>edad</th>\n",
       "      <th>apellido</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28479393</td>\n",
       "      <td>20</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17484892</td>\n",
       "      <td>28</td>\n",
       "      <td>martinez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23760628</td>\n",
       "      <td>24</td>\n",
       "      <td>contreras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21857839</td>\n",
       "      <td>26</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19748383</td>\n",
       "      <td>27</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     cedula  edad   apellido\n",
       "0  28479393    20       null\n",
       "1  17484892    28   martinez\n",
       "2  23760628    24  contreras\n",
       "3  21857839    26       null\n",
       "4  19748383    27       null"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cedula</th>\n",
       "      <th>edad</th>\n",
       "      <th>apellido</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17484892</td>\n",
       "      <td>28</td>\n",
       "      <td>martinez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23760628</td>\n",
       "      <td>24</td>\n",
       "      <td>contreras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21857839</td>\n",
       "      <td>26</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19748383</td>\n",
       "      <td>27</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>aaa</td>\n",
       "      <td>28</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     cedula  edad   apellido\n",
       "1  17484892    28   martinez\n",
       "2  23760628    24  contreras\n",
       "3  21857839    26       null\n",
       "4  19748383    27       null\n",
       "5       aaa    28       null"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_df[_df[\"edad\"]>20].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6181: UserWarning: Insufficient elements for `head`. 10 elements requested, only 6 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cedula</th>\n",
       "      <th>edad</th>\n",
       "      <th>apellido</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28479393</td>\n",
       "      <td>20</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17484892</td>\n",
       "      <td>28</td>\n",
       "      <td>martinez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23760628</td>\n",
       "      <td>24</td>\n",
       "      <td>contreras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21857839</td>\n",
       "      <td>26</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19748383</td>\n",
       "      <td>27</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>aaa</td>\n",
       "      <td>28</td>\n",
       "      <td>null</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     cedula  edad   apellido\n",
       "0  28479393    20       null\n",
       "1  17484892    28   martinez\n",
       "2  23760628    24  contreras\n",
       "3  21857839    26       null\n",
       "4  19748383    27       null\n",
       "5       aaa    28       null"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'col_name' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-33-95b25c5f0635>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"str\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mInfer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mProfilerDataTypesFunctions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"int\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'col_name' is not defined"
     ]
    }
   ],
   "source": [
    "df[col_name].astype(\"str\").str.match(Infer.ProfilerDataTypesFunctions[\"int\"]).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cedula': '28479393', 'edad': 20, 'apellido': 'null'},\n",
       " {'cedula': '17484892', 'edad': 28, 'apellido': 'martinez'},\n",
       " {'cedula': '23760628', 'edad': 24, 'apellido': 'contreras'},\n",
       " {'cedula': '21857839', 'edad': 26, 'apellido': 'null'},\n",
       " {'cedula': '19748383', 'edad': 27, 'apellido': 'null'},\n",
       " {'cedula': 'aaa', 'edad': 28, 'apellido': 'null'}]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aaa\">\n",
       "                \n",
       "                aaa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df.rows.match(\"cedula\",\"int\").ext.display()\n",
    "df.rows.mismatch(\"cedula\",\"int\").ext.display()\n",
    "# df.data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     cedula  edad   apellido\n",
      "0  28479393    20       null\n",
      "1  17484892    28   martinez\n",
      "2  23760628    24  contreras\n",
      "3  21857839    26       null\n",
      "4  19748383    27       null\n",
      "     cedula  edad   apellido\n",
      "0  28479393    20       null\n",
      "1  17484892    28   martinez\n",
      "2  23760628    24  contreras\n",
      "3  21857839    26       null\n",
      "4  19748383    27       null\n",
      "5       aaa    28       null\n",
      "     cedula  edad   apellido\n",
      "0  28479393    20       null\n",
      "1  17484892    28   martinez\n",
      "2  23760628    24  contreras\n",
      "3  21857839    26       null\n",
      "4  19748383    27       null\n",
      "5       aaa    28       null\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6181: UserWarning: Insufficient elements for `head`. 10 elements requested, only 5 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n",
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6181: UserWarning: Insufficient elements for `head`. 10 elements requested, only 6 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n",
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6181: UserWarning: Insufficient elements for `head`. 10 elements requested, only 6 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "from optimus.infer import is_dict, Infer\n",
    "\n",
    "cols_and_inferred_dtype = df.cols.infer_profiler_dtypes(\"*\")\n",
    "\n",
    "col_dtypes = {}\n",
    "for col_name,j in cols_and_inferred_dtype.items():\n",
    "    dtype = list(j.values())[0]\n",
    "    col_dtypes[col_name] = Infer.ProfilerDataTypesFunctions[dtype]\n",
    "\n",
    "    mask = _df[col_name].astype(\"str\").str.match(Infer.ProfilerDataTypesFunctions[dtype])\n",
    "    print(df.data[mask].head(10))\n",
    "    \n",
    "\n",
    "# print(col_dtypes)\n",
    "#     df.cols.match(\"*\", ProfilerDataTypesFunctions[dtype]).cols.frequency()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Rows' object has no attribute 'mismatch'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-157-55fb102e2e59>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;31m# df.rows.not_equal(\"edad\",24)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmismatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'Rows' object has no attribute 'mismatch'"
     ]
    }
   ],
   "source": [
    "# df.rows.greater_than(\"edad\",20)\n",
    "# df.rows.greater_than_equal(\"edad\",20)\n",
    "\n",
    "# df.rows.less_than(\"edad\",24)\n",
    "# df.rows.less_than_equal(\"edad\",24)\n",
    "\n",
    "# df.rows.between(\"edad\",20, 25)\n",
    "\n",
    "# df.rows.equal(\"edad\",24)\n",
    "# df.rows.not_equal(\"edad\",24)\n",
    "\n",
    "df.rows.mismatch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 4 of 4 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 4 of 4 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rows.select(df[\"edad\"]>20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "a= df.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Rows' object has no attribute 'greater_than'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-41-a8b1671f7173>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# df.rows.is_in(\"apellido\",[\"contreras\",\"2\"], output_cols=\"new\")\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;31m# df.rows.is_in(\"apellido\",[\"contreras\",\"2\"], output_cols=\"new\")\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgreater_than\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"cedula\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[1;31m# df.greather_than_equal\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# df.less_than\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'Rows' object has no attribute 'greater_than'"
     ]
    }
   ],
   "source": [
    "# df.rows.is_in(\"apellido\",[\"contreras\",\"2\"], output_cols=\"new\")\n",
    "# df.rows.is_in(\"apellido\",[\"contreras\",\"2\"], output_cols=\"new\")\n",
    "df.rows.greater_than(\"cedula\",2)\n",
    "# df.greather_than_equal\n",
    "# df.less_than\n",
    "# df.less_than_equal\n",
    "# df.between\n",
    "\n",
    "\n",
    "df.rows.is_in(\"apellido\",[\"contreras\",\"2\"], output_cols=\"new\")\n",
    "# a.rows.select(a['new']==True)\n",
    "\n",
    "# is_greater\n",
    "# is_betweent\n",
    "# is_match\n",
    "\n",
    "# is_null\n",
    "# endswith\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28479393\">\n",
       "                \n",
       "                28479393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-13-6a230a016828>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"apellido\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpattern\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "a = df.cols.select(\"apellido\").cols.pattern()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dask Series Structure:\n",
       "npartitions=1\n",
       "    bool\n",
       "     ...\n",
       "Name: apellido, dtype: bool\n",
       "Dask Name: eq, 3 tasks"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data[\"apellido\"]==\"lllllllll\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28479393\">\n",
       "                \n",
       "                28479393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"llllllll\">\n",
       "                \n",
       "                llllllll\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.pattern(\"\").rows.select(a==\"llllllll\")\n",
    "# a= df.cols.select(\"apellido\").cols.pattern().data[\"apellido\"]\n",
    "# # a.head()\n",
    "# (df.data[a==\"llllllll\"]).head()\n",
    "\n",
    "# a.cols.match(a[\"apellido\"]==\"llllllll\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">None partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">__output__</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">__match__</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (bool)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"llllllll\">\n",
       "                \n",
       "                llllllll\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"llll\">\n",
       "                \n",
       "                llll\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"lllllllll\">\n",
       "                \n",
       "                lllllllll\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"llll\">\n",
       "                \n",
       "                llll\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"llll\">\n",
       "                \n",
       "                llll\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">None partition(s) &lt;class &#39;optimus.new_optimus.PandasDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.PandasDataFrame'>"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\", 0, 5)[\"apellido\"].cols.pattern(\"apellido\",\"__output__\").rows.find('df[\"__output__\"]==\"lllllllll\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 4 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (bool)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">new</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (bool)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28479393\">\n",
       "                \n",
       "                28479393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 4 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
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       "        </th>\n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
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       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (bool)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
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       "        \n",
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       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
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       "                \n",
       "                26\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "        \n",
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       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
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       "        \n",
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       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
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       "        \n",
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       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "    \n",
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       "        \n",
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       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
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       "            </div>\n",
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       "        \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
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       "    \n",
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       "        \n",
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       "                \n",
       "                24\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"False\">\n",
       "                \n",
       "                False\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
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       "<IPython.core.display.HTML object>"
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       "<class 'optimus.new_optimus.DaskDataFrame'>"
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   "source": [
    "df"
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "apellido, pattern, match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'cols'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-128-55b8fd86bbdf>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_window\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'df.cols.select(\"apellido\").cols.pattern().data[\"apellido\"]==\"lllllllll\"'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\rows.py\u001b[0m in \u001b[0;36mfind\u001b[1;34m(self, condition)\u001b[0m\n\u001b[0;32m     47\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     48\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mis_str\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcondition\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 49\u001b[1;33m             \u001b[0mcondition\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcondition\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     50\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     51\u001b[0m         \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"__match__\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcondition\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\rows.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5134\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5135\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5136\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5137\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5138\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'cols'"
     ]
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\", 0, 5).rows.find('df.cols.select(\"apellido\").cols.pattern().data[\"apellido\"]==\"lllllllll\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
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       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
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       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.select(\"*\").rows.limit(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28479393\">\n",
       "                \n",
       "                28479393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">edad</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28479393\">\n",
       "                \n",
       "                28479393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"contreras\">\n",
       "                \n",
       "                contreras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['null'], ['martinez'], ['null'], ['null'], ['contreras']]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rows.to_list(\"apellido\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sample': {'columns': [{'title': 'cedula'},\n",
       "   {'title': 'edad'},\n",
       "   {'title': 'apellido'}],\n",
       "  'value': [[28479393, 20, 'null'],\n",
       "   [17484892, 28, 'martinez'],\n",
       "   [19748383, 27, 'null'],\n",
       "   [21857839, 26, 'null'],\n",
       "   [23760628, 24, 'contreras']]}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = op.load.file(\"data/edad.csv\").ext.cache()\n",
    "df = df.ext.repartition(8).ext.cache()\n",
    "\n",
    "assert(df.cols.names()==['cedula', 'edad', 'apellido'])\n",
    "\n",
    "res = df.ext.buffer_window(\"*\", 0, 5).ext.to_json(\"*\")\n",
    "\n",
    "res\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "Py4JJavaError",
     "evalue": "An error occurred while calling o211.csv.\n: java.io.IOException: No FileSystem for scheme: https\r\n\tat org.apache.hadoop.fs.FileSystem.getFileSystemClass(FileSystem.java:2660)\r\n\tat org.apache.hadoop.fs.FileSystem.createFileSystem(FileSystem.java:2667)\r\n\tat org.apache.hadoop.fs.FileSystem.access$200(FileSystem.java:94)\r\n\tat org.apache.hadoop.fs.FileSystem$Cache.getInternal(FileSystem.java:2703)\r\n\tat org.apache.hadoop.fs.FileSystem$Cache.get(FileSystem.java:2685)\r\n\tat org.apache.hadoop.fs.FileSystem.get(FileSystem.java:373)\r\n\tat org.apache.hadoop.fs.Path.getFileSystem(Path.java:295)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource$$anonfun$org$apache$spark$sql$execution$datasources$DataSource$$checkAndGlobPathIfNecessary$1.apply(DataSource.scala:561)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource$$anonfun$org$apache$spark$sql$execution$datasources$DataSource$$checkAndGlobPathIfNecessary$1.apply(DataSource.scala:559)\r\n\tat scala.collection.TraversableLike$$anonfun$flatMap$1.apply(TraversableLike.scala:241)\r\n\tat scala.collection.TraversableLike$$anonfun$flatMap$1.apply(TraversableLike.scala:241)\r\n\tat scala.collection.immutable.List.foreach(List.scala:392)\r\n\tat scala.collection.TraversableLike$class.flatMap(TraversableLike.scala:241)\r\n\tat scala.collection.immutable.List.flatMap(List.scala:355)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource.org$apache$spark$sql$execution$datasources$DataSource$$checkAndGlobPathIfNecessary(DataSource.scala:559)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:373)\r\n\tat org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:242)\r\n\tat org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:230)\r\n\tat org.apache.spark.sql.DataFrameReader.csv(DataFrameReader.scala:638)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\r\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\r\n\tat java.lang.reflect.Method.invoke(Method.java:498)\r\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\r\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\r\n\tat py4j.Gateway.invoke(Gateway.java:282)\r\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\r\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\r\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mPy4JJavaError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-3b38c3527cea>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# df = op.load.file(\"https://bumblebee.nyc3.digitaloceanspaces.com/luisaguirre/edad-32291509-7a3f-4d48-a3a5-a224e088dde7.csv\").ext.cache()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"https://bumblebee.nyc3.digitaloceanspaces.com/luisaguirre/edad-32291509-7a3f-4d48-a3a5-a224e088dde7.csv\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepartition\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32massert\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnames\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cedula'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'edad'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'apellido'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\io\\load.py\u001b[0m in \u001b[0;36mfile\u001b[1;34m(self, path, *args, **kwargs)\u001b[0m\n\u001b[0;32m     62\u001b[0m                               **kwargs, engine=\"python\", na_values='nan')\n\u001b[0;32m     63\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 64\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     65\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     66\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\io\\load.py\u001b[0m in \u001b[0;36mfile\u001b[1;34m(self, path, *args, **kwargs)\u001b[0m\n\u001b[0;32m     60\u001b[0m                 \u001b[0mmime_info\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     61\u001b[0m                 df = self.csv(path, encoding=mime_info[\"encoding\"], dtype=str, **mime_info[\"properties\"],\n\u001b[1;32m---> 62\u001b[1;33m                               **kwargs, engine=\"python\", na_values='nan')\n\u001b[0m\u001b[0;32m     63\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     64\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\io\\load.py\u001b[0m in \u001b[0;36mcsv\u001b[1;34m(path, sep, header, infer_schema, encoding, null_value, n_rows, error_bad_lines, *args, **kwargs)\u001b[0m\n\u001b[0;32m     95\u001b[0m                 \u001b[0mread\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"DROPMALFORMED\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     96\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 97\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mread\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcsv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     98\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     99\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mn_rows\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\readwriter.py\u001b[0m in \u001b[0;36mcsv\u001b[1;34m(self, path, schema, sep, encoding, quote, escape, comment, header, inferSchema, ignoreLeadingWhiteSpace, ignoreTrailingWhiteSpace, nullValue, nanValue, positiveInf, negativeInf, dateFormat, timestampFormat, maxColumns, maxCharsPerColumn, maxMalformedLogPerPartition, mode, columnNameOfCorruptRecord, multiLine, charToEscapeQuoteEscaping, samplingRatio, enforceSchema, emptyValue)\u001b[0m\n\u001b[0;32m    474\u001b[0m             \u001b[0mpath\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    475\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 476\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_df\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jreader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcsv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_spark\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jvm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPythonUtils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtoSeq\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    477\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mRDD\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    478\u001b[0m             \u001b[1;32mdef\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\py4j\\java_gateway.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m   1255\u001b[0m         \u001b[0manswer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgateway_client\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1256\u001b[0m         return_value = get_return_value(\n\u001b[1;32m-> 1257\u001b[1;33m             answer, self.gateway_client, self.target_id, self.name)\n\u001b[0m\u001b[0;32m   1258\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1259\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mtemp_arg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtemp_args\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\utils.py\u001b[0m in \u001b[0;36mdeco\u001b[1;34m(*a, **kw)\u001b[0m\n\u001b[0;32m     61\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mdeco\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     62\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     64\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mpy4j\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprotocol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPy4JJavaError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     65\u001b[0m             \u001b[0ms\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjava_exception\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtoString\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\py4j\\protocol.py\u001b[0m in \u001b[0;36mget_return_value\u001b[1;34m(answer, gateway_client, target_id, name)\u001b[0m\n\u001b[0;32m    326\u001b[0m                 raise Py4JJavaError(\n\u001b[0;32m    327\u001b[0m                     \u001b[1;34m\"An error occurred while calling {0}{1}{2}.\\n\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 328\u001b[1;33m                     format(target_id, \".\", name), value)\n\u001b[0m\u001b[0;32m    329\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m                 raise Py4JError(\n",
      "\u001b[1;31mPy4JJavaError\u001b[0m: An error occurred while calling o211.csv.\n: java.io.IOException: No FileSystem for scheme: https\r\n\tat org.apache.hadoop.fs.FileSystem.getFileSystemClass(FileSystem.java:2660)\r\n\tat org.apache.hadoop.fs.FileSystem.createFileSystem(FileSystem.java:2667)\r\n\tat org.apache.hadoop.fs.FileSystem.access$200(FileSystem.java:94)\r\n\tat org.apache.hadoop.fs.FileSystem$Cache.getInternal(FileSystem.java:2703)\r\n\tat org.apache.hadoop.fs.FileSystem$Cache.get(FileSystem.java:2685)\r\n\tat org.apache.hadoop.fs.FileSystem.get(FileSystem.java:373)\r\n\tat org.apache.hadoop.fs.Path.getFileSystem(Path.java:295)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource$$anonfun$org$apache$spark$sql$execution$datasources$DataSource$$checkAndGlobPathIfNecessary$1.apply(DataSource.scala:561)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource$$anonfun$org$apache$spark$sql$execution$datasources$DataSource$$checkAndGlobPathIfNecessary$1.apply(DataSource.scala:559)\r\n\tat scala.collection.TraversableLike$$anonfun$flatMap$1.apply(TraversableLike.scala:241)\r\n\tat scala.collection.TraversableLike$$anonfun$flatMap$1.apply(TraversableLike.scala:241)\r\n\tat scala.collection.immutable.List.foreach(List.scala:392)\r\n\tat scala.collection.TraversableLike$class.flatMap(TraversableLike.scala:241)\r\n\tat scala.collection.immutable.List.flatMap(List.scala:355)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource.org$apache$spark$sql$execution$datasources$DataSource$$checkAndGlobPathIfNecessary(DataSource.scala:559)\r\n\tat org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:373)\r\n\tat org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:242)\r\n\tat org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:230)\r\n\tat org.apache.spark.sql.DataFrameReader.csv(DataFrameReader.scala:638)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\r\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\r\n\tat java.lang.reflect.Method.invoke(Method.java:498)\r\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\r\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\r\n\tat py4j.Gateway.invoke(Gateway.java:282)\r\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\r\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\r\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\n"
     ]
    }
   ],
   "source": [
    "# df = op.load.file(\"https://bumblebee.nyc3.digitaloceanspaces.com/luisaguirre/edad-32291509-7a3f-4d48-a3a5-a224e088dde7.csv\").ext.cache()\n",
    "df = op.load.file(\"https://bumblebee.nyc3.digitaloceanspaces.com/luisaguirre/edad-32291509-7a3f-4d48-a3a5-a224e088dde7.csv\").ext.cache()\n",
    "df = df.ext.repartition(8).ext.cache()\n",
    "\n",
    "assert(df.cols.names()==['cedula', 'edad', 'apellido'])\n",
    "\n",
    "res = df.ext.buffer_window(\"*\", 0, 5).ext.to_json(\"*\")\n",
    "\n",
    "res\n",
    "\n",
    "# expected_res = res\n",
    "\n",
    "# diff = DeepDiff(expected_res, res)\n",
    "# pprint( diff, indent=2 )\n",
    "# assert(diff == {})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'columns': {'cedula': {'stats': {'match': 5,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '28479393', 'count': 1},\n",
       "     {'value': '23760628', 'count': 1},\n",
       "     {'value': '21857839', 'count': 1},\n",
       "     {'value': '19748383', 'count': 1},\n",
       "     {'value': '17484892', 'count': 1}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'edad': {'stats': {'match': 5,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '28', 'count': 1},\n",
       "     {'value': '27', 'count': 1},\n",
       "     {'value': '26', 'count': 1},\n",
       "     {'value': '24', 'count': 1},\n",
       "     {'value': '20', 'count': 1}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'apellido': {'stats': {'match': 5,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'null', 'count': 3},\n",
       "     {'value': 'martinez', 'count': 1},\n",
       "     {'value': 'contreras', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}}},\n",
       " 'name': 'edad-32291509-7a3f-4d48-a3a5-a224e088dde7.csv',\n",
       " 'file_name': 'https://bumblebee.nyc3.digitaloceanspaces.com/luisaguirre/edad-32291509-7a3f-4d48-a3a5-a224e088dde7.csv',\n",
       " 'summary': {'cols_count': 3,\n",
       "  'rows_count': 5,\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['28479393', '20', 'null'],\n",
       " ['17484892', '28', 'martinez'],\n",
       " ['23760628', '24', 'contreras'],\n",
       " ['21857839', '26', 'null'],\n",
       " ['19748383', '27', 'null']]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rows.to_list(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'values'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-25d77e7426a1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_window\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mto_json\u001b[1;34m(self, columns, format)\u001b[0m\n\u001b[0;32m     63\u001b[0m             \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0modf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     64\u001b[0m             result = {\"sample\": {\"columns\": [{\"title\": col_name} for col_name in odf.cols.select(columns).cols.names()],\n\u001b[1;32m---> 65\u001b[1;33m                                  \"value\": odf.rows.to_list(columns)}}\n\u001b[0m\u001b[0;32m     66\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     67\u001b[0m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mensure_ascii\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdefault\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mjson_converter\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\rows.py\u001b[0m in \u001b[0;36mto_list\u001b[1;34m(self, input_cols)\u001b[0m\n\u001b[0;32m     86\u001b[0m         \u001b[0modf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     87\u001b[0m         \u001b[0minput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0modf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 88\u001b[1;33m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     89\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     90\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'values'"
     ]
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\", 0, 5).ext.to_json(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Graves&#8901;Nunataks&#8901;06127\">\n",
       "                \n",
       "                Graves&#8901;Nunataks&#8901;06127\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"47380\">\n",
       "                \n",
       "                47380\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"254.1\">\n",
       "                \n",
       "                254.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2006&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/2006&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Dhofar&#8901;1564\">\n",
       "                \n",
       "                Dhofar&#8901;1564\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"51569\">\n",
       "                \n",
       "                51569\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2004&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/2004&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"18.696170\">\n",
       "                \n",
       "                18.696170\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.370000\">\n",
       "                \n",
       "                54.370000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(18.696170,&#8901;54.370000)\">\n",
       "                \n",
       "                (18.696170,&#8901;54.370000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LaPaz&#8901;Icefield&#8901;04714\">\n",
       "                \n",
       "                LaPaz&#8901;Icefield&#8901;04714\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"46164\">\n",
       "                \n",
       "                46164\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL6\">\n",
       "                \n",
       "                LL6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"61.7\">\n",
       "                \n",
       "                61.7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2004&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/2004&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sayh&#8901;al&#8901;Uhaymir&#8901;176\">\n",
       "                \n",
       "                Sayh&#8901;al&#8901;Uhaymir&#8901;176\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33999\">\n",
       "                \n",
       "                33999\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2001&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/2001&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.048330\">\n",
       "                \n",
       "                21.048330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"57.258330\">\n",
       "                \n",
       "                57.258330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(21.048330,&#8901;57.258330)\">\n",
       "                \n",
       "                (21.048330,&#8901;57.258330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Elephant&#8901;Moraine&#8901;92103\">\n",
       "                \n",
       "                Elephant&#8901;Moraine&#8901;92103\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9505\">\n",
       "                \n",
       "                9505\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CM2\">\n",
       "                \n",
       "                CM2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5\">\n",
       "                \n",
       "                1.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1992&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1992&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-76.037010\">\n",
       "                \n",
       "                -76.037010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"156.129810\">\n",
       "                \n",
       "                156.129810\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-76.037010,&#8901;156.129810)\">\n",
       "                \n",
       "                (-76.037010,&#8901;156.129810)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Landreth&#8901;Draw\">\n",
       "                \n",
       "                Landreth&#8901;Draw\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12459\">\n",
       "                \n",
       "                12459\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1955&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1955&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.250000\">\n",
       "                \n",
       "                37.250000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-98.133330\">\n",
       "                \n",
       "                -98.133330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(37.250000,&#8901;-98.133330)\">\n",
       "                \n",
       "                (37.250000,&#8901;-98.133330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Happy&#8901;(a)\">\n",
       "                \n",
       "                Happy&#8901;(a)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11818\">\n",
       "                \n",
       "                11818\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H3\">\n",
       "                \n",
       "                H3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2860\">\n",
       "                \n",
       "                2860\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1971&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1971&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35.680000\">\n",
       "                \n",
       "                35.680000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-101.993330\">\n",
       "                \n",
       "                -101.993330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(35.680000,&#8901;-101.993330)\">\n",
       "                \n",
       "                (35.680000,&#8901;-101.993330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lewis&#8901;Cliff&#8901;88079\">\n",
       "                \n",
       "                Lewis&#8901;Cliff&#8901;88079\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13833\">\n",
       "                \n",
       "                13833\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1988&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1988&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-84.244110\">\n",
       "                \n",
       "                -84.244110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"161.421070\">\n",
       "                \n",
       "                161.421070\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-84.244110,&#8901;161.421070)\">\n",
       "                \n",
       "                (-84.244110,&#8901;161.421070)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Meteorite&#8901;Hills&#8901;00718\">\n",
       "                \n",
       "                Meteorite&#8901;Hills&#8901;00718\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15952\">\n",
       "                \n",
       "                15952\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28.4\">\n",
       "                \n",
       "                28.4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2000&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/2000&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-79.683330\">\n",
       "                \n",
       "                -79.683330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"159.750000\">\n",
       "                \n",
       "                159.750000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-79.683330,&#8901;159.750000)\">\n",
       "                \n",
       "                (-79.683330,&#8901;159.750000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Northwest&#8901;Africa&#8901;2278\">\n",
       "                \n",
       "                Northwest&#8901;Africa&#8901;2278\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30937\">\n",
       "                \n",
       "                30937\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"62\">\n",
       "                \n",
       "                62\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Found\">\n",
       "                \n",
       "                Found\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2003&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/2003&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"\">\n",
       "                \n",
       "                \n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Aachen'],\n",
       " ['Aarhus'],\n",
       " ['Abee'],\n",
       " ['Acapulco'],\n",
       " ['Achiras'],\n",
       " ['Adhi Kot'],\n",
       " ['Adzhi-Bogdo (stone)'],\n",
       " ['Agen'],\n",
       " ['Aguada'],\n",
       " ['Aguila Blanca'],\n",
       " ['Aioun el Atrouss'],\n",
       " ['Aïr'],\n",
       " ['Aire-sur-la-Lys'],\n",
       " ['Akaba'],\n",
       " ['Akbarpur'],\n",
       " ['Akwanga'],\n",
       " ['Akyumak'],\n",
       " ['Al Rais'],\n",
       " ['Al Zarnkh'],\n",
       " ['Alais'],\n",
       " ['Albareto'],\n",
       " ['Alberta'],\n",
       " ['Alby sur Chéran'],\n",
       " ['Aldsworth'],\n",
       " ['Aleppo'],\n",
       " ['Alessandria'],\n",
       " ['Alexandrovsky'],\n",
       " ['Alfianello'],\n",
       " ['Allegan'],\n",
       " ['Allende'],\n",
       " ['Almahata Sitta'],\n",
       " [\"Alta'ameem\"],\n",
       " ['Ambapur Nagla'],\n",
       " ['Andhara'],\n",
       " ['Andover'],\n",
       " ['Andreevka'],\n",
       " ['Andura'],\n",
       " ['Northwest Africa 5815'],\n",
       " ['Angers'],\n",
       " ['Angra dos Reis (stone)'],\n",
       " ['Ankober'],\n",
       " ['Anlong'],\n",
       " ['Aomori'],\n",
       " ['Appley Bridge'],\n",
       " ['Apt'],\n",
       " ['Arbol Solo'],\n",
       " ['Archie'],\n",
       " ['Arroyo Aguiar'],\n",
       " ['Asco'],\n",
       " ['Ash Creek'],\n",
       " ['Ashdon'],\n",
       " ['Assisi'],\n",
       " ['Atarra'],\n",
       " ['Atemajac'],\n",
       " ['Athens'],\n",
       " ['Atoka'],\n",
       " ['Aubres'],\n",
       " ['Aumale'],\n",
       " ['Aumieres'],\n",
       " ['Ausson'],\n",
       " ['Avanhandava'],\n",
       " ['Avce'],\n",
       " ['Avilez'],\n",
       " ['Awere'],\n",
       " ['Aztec'],\n",
       " ['Bachmut'],\n",
       " ['Bahjoi'],\n",
       " ['Bald Mountain'],\n",
       " ['Baldwyn'],\n",
       " ['Bali'],\n",
       " ['Ban Rong Du'],\n",
       " ['Bandong'],\n",
       " ['Bansur'],\n",
       " ['Banswal'],\n",
       " ['Banten'],\n",
       " ['Barbotan'],\n",
       " ['Barcelona (stone)'],\n",
       " ['Barea'],\n",
       " ['Barnaul'],\n",
       " ['Barntrup'],\n",
       " ['Baroti'],\n",
       " ['Barwell'],\n",
       " ['Bassikounou'],\n",
       " ['Baszkówka'],\n",
       " ['Bath'],\n",
       " ['Bath Furnace'],\n",
       " ['Battle Mountain'],\n",
       " ['Bawku'],\n",
       " ['Baxter'],\n",
       " ['Beardsley'],\n",
       " ['Beaver Creek'],\n",
       " ['Beddgelert'],\n",
       " ['Bells'],\n",
       " ['Belville'],\n",
       " ['Benares (a)'],\n",
       " ['Benguerir'],\n",
       " [\"Beni M'hira\"],\n",
       " ['Benld'],\n",
       " ['Benoni'],\n",
       " ['Bensour'],\n",
       " ['Benton'],\n",
       " ['Berduc'],\n",
       " ['Béréba'],\n",
       " ['Berlanguillas'],\n",
       " ['Berthoud'],\n",
       " ['Bethlehem'],\n",
       " ['Beuste'],\n",
       " ['Beyrout'],\n",
       " ['Bhagur'],\n",
       " ['Bhawad'],\n",
       " ['Bherai'],\n",
       " ['Bhola'],\n",
       " ['Bholghati'],\n",
       " ['Bialystok'],\n",
       " ['Bielokrynitschie'],\n",
       " ['Bilanga'],\n",
       " ['Binningup'],\n",
       " [\"Birni N'konni\"],\n",
       " ['Bishopville'],\n",
       " ['Bishunpur'],\n",
       " ['Bjelaja Zerkov'],\n",
       " ['Bjurböle'],\n",
       " ['Black Moshannan Park'],\n",
       " ['Blackwell'],\n",
       " ['Blanket'],\n",
       " ['Blansko'],\n",
       " ['Bloomington'],\n",
       " ['Bo Xian'],\n",
       " ['Bocas'],\n",
       " ['Bogou'],\n",
       " ['Boguslavka'],\n",
       " ['Borgo San Donino'],\n",
       " ['Bori'],\n",
       " ['Boriskino'],\n",
       " ['Borkut'],\n",
       " ['Borodino'],\n",
       " ['Botschetschki'],\n",
       " ['Boumdeid (2003)'],\n",
       " ['Boumdeid (2011)'],\n",
       " ['Bovedy'],\n",
       " ['Bradford Woods'],\n",
       " ['Braunau'],\n",
       " ['Breitscheid'],\n",
       " ['Bremervörde'],\n",
       " ['Brient'],\n",
       " ['Bruderheim'],\n",
       " ['Bukhara'],\n",
       " ['Bulls Run'],\n",
       " ['Bunburra Rockhole'],\n",
       " ['Bununu'],\n",
       " ['Bur-Gheluai'],\n",
       " ['Burnwell'],\n",
       " ['Bursa'],\n",
       " ['Buschhof'],\n",
       " ['Bustee'],\n",
       " ['Butsura'],\n",
       " ['Buzzard Coulee'],\n",
       " ['Cabezo de Mayo'],\n",
       " ['Cabin Creek'],\n",
       " ['Cacak'],\n",
       " ['Cali'],\n",
       " ['Calivo'],\n",
       " ['Campos Sales'],\n",
       " ['Çanakkale'],\n",
       " ['Cañellas'],\n",
       " ['Cangas de Onis'],\n",
       " ['Canon City'],\n",
       " ['Cape Girardeau'],\n",
       " ['Capilla del Monte'],\n",
       " ['Carancas'],\n",
       " ['Caratash'],\n",
       " ['Castalia'],\n",
       " ['Castel Berardenga'],\n",
       " ['Castine'],\n",
       " ['Castrovillari'],\n",
       " ['Caswell County'],\n",
       " ['Ceniceros'],\n",
       " ['Centerville'],\n",
       " ['Cereseto'],\n",
       " ['Chadong'],\n",
       " ['Chail'],\n",
       " ['Chainpur'],\n",
       " ['Chajari'],\n",
       " ['Chandakapur'],\n",
       " ['Chandpur'],\n",
       " ['Changde'],\n",
       " ['Chantonnay'],\n",
       " ['Charlotte'],\n",
       " ['Charsonville'],\n",
       " ['Charwallas'],\n",
       " ['Chassigny'],\n",
       " ['Château-Renard'],\n",
       " ['Chaves'],\n",
       " ['Chela'],\n",
       " ['Chelyabinsk'],\n",
       " ['Chergach '],\n",
       " ['Chernyi Bor'],\n",
       " ['Cherokee Springs'],\n",
       " ['Chervettaz'],\n",
       " ['Chervony Kut'],\n",
       " ['Chetrinahatti'],\n",
       " ['Chiang Khan'],\n",
       " ['Chicora'],\n",
       " ['Chisenga'],\n",
       " ['Chitado'],\n",
       " ['Chitenay'],\n",
       " ['Cilimus'],\n",
       " ['Claxton'],\n",
       " ['Clohars'],\n",
       " ['Colby (Wisconsin)'],\n",
       " ['Cold Bokkeveld'],\n",
       " ['Coleman'],\n",
       " ['Collescipoli'],\n",
       " ['Conquista'],\n",
       " ['Cosina'],\n",
       " ['Cranganore'],\n",
       " ['Crescent'],\n",
       " ['Cronstad'],\n",
       " ['Cross Roads'],\n",
       " ['Crumlin'],\n",
       " ['Cumberland Falls'],\n",
       " ['Cynthiana'],\n",
       " ['Dahmani'],\n",
       " ['Dandapur'],\n",
       " [\"Daniel's Kuil\"],\n",
       " ['Danville'],\n",
       " ['Darmstadt'],\n",
       " ['Dashoguz'],\n",
       " ['Daule'],\n",
       " ['De Cewsville'],\n",
       " ['Deal'],\n",
       " ['Delhi'],\n",
       " ['Demina'],\n",
       " ['Denver'],\n",
       " ['Dergaon'],\n",
       " ['Desuri'],\n",
       " ['Devgaon'],\n",
       " ['Devri-Khera'],\n",
       " ['Dhajala'],\n",
       " ['Dharwar'],\n",
       " ['Dhurmsala'],\n",
       " ['Didim'],\n",
       " ['Diep River'],\n",
       " ['Distrito Quebracho'],\n",
       " ['Djati-Pengilon'],\n",
       " ['Djermaia'],\n",
       " ['Djoumine'],\n",
       " ['Dokachi'],\n",
       " ['Dolgovoli'],\n",
       " ['Domanitch'],\n",
       " ['Dong Ujimqin Qi'],\n",
       " ['Donga Kohrod'],\n",
       " ['Dongtai'],\n",
       " ['Doroninsk'],\n",
       " ['Dosso'],\n",
       " ['Douar Mghila'],\n",
       " ['Dowa'],\n",
       " ['Drake Creek'],\n",
       " ['Dresden (Ontario)'],\n",
       " ['Dubrovnik'],\n",
       " ['Dunbogan'],\n",
       " ['Dundrum'],\n",
       " ['Dunhua'],\n",
       " ['Durala'],\n",
       " ['Duruma'],\n",
       " ['Duwun'],\n",
       " ['Dwaleni'],\n",
       " ['Dyalpur'],\n",
       " ['Dyarrl Island'],\n",
       " ['Eagle'],\n",
       " ['Ehole'],\n",
       " ['Eichstädt'],\n",
       " ['Ekeby'],\n",
       " ['Ekh Khera'],\n",
       " ['El Idrissia'],\n",
       " ['El Paso de Aguila'],\n",
       " ['El Tigre'],\n",
       " ['Elbert'],\n",
       " ['Elbogen'],\n",
       " ['Elenovka'],\n",
       " ['Ellemeet'],\n",
       " ['Emmaville'],\n",
       " ['Enshi'],\n",
       " ['Ensisheim'],\n",
       " ['Épinal'],\n",
       " ['Erakot'],\n",
       " ['Erevan'],\n",
       " ['Ergheo'],\n",
       " ['Erxleben'],\n",
       " ['Esnandes'],\n",
       " ['Essebi'],\n",
       " ['Estherville'],\n",
       " ['Farmington'],\n",
       " ['Farmville'],\n",
       " ['Favars'],\n",
       " ['Fayetteville'],\n",
       " ['Feid Chair'],\n",
       " ['Felix'],\n",
       " ['Fenghsien-Ku'],\n",
       " ['Ferguson'],\n",
       " ['Fermo'],\n",
       " ['Fisher'],\n",
       " ['Florence'],\n",
       " ['Forest City'],\n",
       " ['Forest Vale'],\n",
       " ['Forksville'],\n",
       " ['Forsbach'],\n",
       " ['Forsyth'],\n",
       " ['Fort Flatters'],\n",
       " ['Frankfort (stone)'],\n",
       " ['Fuhe'],\n",
       " ['Fukutomi'],\n",
       " ['Fünen'],\n",
       " ['Futtehpur'],\n",
       " ['Fuyang'],\n",
       " ['Galapian'],\n",
       " ['Galim (a)'],\n",
       " ['Galim (b)'],\n",
       " ['Galkiv'],\n",
       " ['Gambat'],\n",
       " ['Gao-Guenie'],\n",
       " ['Garhi Yasin'],\n",
       " ['Garland'],\n",
       " ['Gashua'],\n",
       " ['Gasseltepaoua'],\n",
       " ['Geidam'],\n",
       " ['Gifu'],\n",
       " ['Girgenti'],\n",
       " ['Git-Git'],\n",
       " ['Glanerbrug'],\n",
       " ['Glanggang'],\n",
       " ['Glasatovo'],\n",
       " ['Glatton'],\n",
       " ['Gnadenfrei'],\n",
       " ['Gopalpur'],\n",
       " ['Gorlovka'],\n",
       " ['Granes'],\n",
       " ['Grefsheim'],\n",
       " ['Grimsby'],\n",
       " ['Grosnaja'],\n",
       " ['Gross-Divina'],\n",
       " ['Grossliebenthal'],\n",
       " ['Grüneberg'],\n",
       " ['Grzempach'],\n",
       " ['Gualeguaychú'],\n",
       " ['Guangmingshan'],\n",
       " ['Guangnan'],\n",
       " ['Guangrao'],\n",
       " ['Guareña'],\n",
       " ['Guêa'],\n",
       " ['Guibga'],\n",
       " ['Guidder'],\n",
       " ['Gujargaon'],\n",
       " ['Gujba'],\n",
       " ['Gumoschnik'],\n",
       " ['Gurram Konda'],\n",
       " ['Gursum'],\n",
       " ['Gütersloh'],\n",
       " ['Gyokukei'],\n",
       " ['Hachi-oji'],\n",
       " ['Hainaut'],\n",
       " ['Hallingeberg'],\n",
       " ['Hamlet'],\n",
       " ['Haraiya'],\n",
       " ['Haripura'],\n",
       " ['Harleton'],\n",
       " ['Harrison County'],\n",
       " ['Hashima'],\n",
       " ['Hassi-Jekna'],\n",
       " ['Hatford'],\n",
       " ['Haverö'],\n",
       " ['Hedeskoga'],\n",
       " ['Hedjaz'],\n",
       " ['Heredia'],\n",
       " ['Hessle'],\n",
       " ['Higashi-koen'],\n",
       " ['High Possil'],\n",
       " ['Hiroshima'],\n",
       " ['Hoima'],\n",
       " ['Hökmark'],\n",
       " ['Holbrook'],\n",
       " ['Holetta'],\n",
       " ['Homestead'],\n",
       " ['Honolulu'],\n",
       " ['Hotse'],\n",
       " ['Hoxie'],\n",
       " ['Hraschina'],\n",
       " ['Huaxi'],\n",
       " ['Hungen'],\n",
       " ['Hvittis'],\n",
       " ['Ibbenbüren'],\n",
       " ['Ibitira'],\n",
       " ['Ibrisim'],\n",
       " ['Ichkala'],\n",
       " ['Idutywa'],\n",
       " ['Iguaracu'],\n",
       " ['Ijopega'],\n",
       " ['Indarch'],\n",
       " ['Independence'],\n",
       " ['Inner Mongolia'],\n",
       " ['Innisfree'],\n",
       " ['Ipiranga'],\n",
       " ['Ishinga'],\n",
       " ['Isthilart'],\n",
       " ['Itapicuru-Mirim'],\n",
       " ['Itqiy'],\n",
       " ['Ivuna'],\n",
       " ['Jackalsfontein'],\n",
       " ['Jajh deh Kot Lalu'],\n",
       " ['Jalanash'],\n",
       " ['Jalandhar'],\n",
       " ['Jamkheir'],\n",
       " ['Jartai'],\n",
       " ['Jelica'],\n",
       " ['Jemlapur'],\n",
       " ['Jesenice'],\n",
       " ['Jhung'],\n",
       " ['Jiange'],\n",
       " ['Jianshi'],\n",
       " ['Jilin'],\n",
       " ['Jodiya'],\n",
       " ['Jodzie'],\n",
       " ['Johnstown'],\n",
       " ['Jolomba'],\n",
       " ['Jonzac'],\n",
       " ['Juancheng'],\n",
       " ['Judesegeri'],\n",
       " ['Jumapalo'],\n",
       " ['Junan'],\n",
       " ['Juromenha'],\n",
       " ['Juvinas'],\n",
       " ['Kaba'],\n",
       " ['Kabo'],\n",
       " ['Kadonah'],\n",
       " ['Kaee'],\n",
       " ['Kagarlyk'],\n",
       " ['Kaidun'],\n",
       " ['Kainsaz'],\n",
       " ['Kakangari'],\n",
       " ['Kakowa'],\n",
       " ['Kalaba'],\n",
       " ['Kalumbi'],\n",
       " ['Kamalpur'],\n",
       " ['Kamiomi'],\n",
       " ['Kamsagar'],\n",
       " ['Kandahar (Afghanistan)'],\n",
       " ['Kangean'],\n",
       " ['Kangra Valley'],\n",
       " ['Kapoeta'],\n",
       " ['Kaprada'],\n",
       " ['Kaptal-Aryk'],\n",
       " ['Karakol'],\n",
       " ['Karatu'],\n",
       " ['Karewar'],\n",
       " ['Karkh'],\n",
       " ['Karloowala'],\n",
       " ['Karoonda'],\n",
       " ['Kasamatsu'],\n",
       " ['Kasauli'],\n",
       " ['Katagum'],\n",
       " ['Kavarpura'],\n",
       " ['Kayakent'],\n",
       " ['Kediri'],\n",
       " ['Kemer'],\n",
       " ['Kendleton'],\n",
       " ['Kendrapara'],\n",
       " ['Kerilis'],\n",
       " ['Kernouve'],\n",
       " ['Kesen'],\n",
       " ['Khairpur'],\n",
       " ['Khanpur'],\n",
       " ['Kharkov'],\n",
       " ['Kheragur'],\n",
       " ['Khetri'],\n",
       " ['Khmelevka'],\n",
       " ['Khohar'],\n",
       " ['Khor Temiki'],\n",
       " ['Kidairat'],\n",
       " ['Kiel'],\n",
       " ['Kiffa'],\n",
       " ['Kijima (1906)'],\n",
       " ['Kikino'],\n",
       " ['Kilabo'],\n",
       " ['Kilbourn'],\n",
       " ['Killeter'],\n",
       " ['Kingai'],\n",
       " ['Kirbyville'],\n",
       " ['Kisvarsány'],\n",
       " ['Kitchener'],\n",
       " ['Klein-Wenden'],\n",
       " ['Knyahinya'],\n",
       " ['Kobe'],\n",
       " ['Kokubunji'],\n",
       " ['Komagome'],\n",
       " ['Konovo'],\n",
       " ['Košice'],\n",
       " ['Krähenberg'],\n",
       " ['Krasnoi-Ugol'],\n",
       " ['Krasnyi Klyuch'],\n",
       " ['Krutikha'],\n",
       " ['Krymka'],\n",
       " ['Kukschin'],\n",
       " ['Kulak'],\n",
       " ['Kuleschovka'],\n",
       " ['Kulp'],\n",
       " ['Kunashak'],\n",
       " ['Kunya-Urgench'],\n",
       " ['Kushiike'],\n",
       " ['Kusiali'],\n",
       " ['Kutais'],\n",
       " ['Kuttippuram'],\n",
       " ['Kuznetzovo'],\n",
       " ['Kyushu'],\n",
       " ['La Bécasse'],\n",
       " ['La Charca'],\n",
       " ['La Colina'],\n",
       " ['La Criolla'],\n",
       " ['Laborel'],\n",
       " ['Lahrauli'],\n",
       " [\"L'Aigle\"],\n",
       " ['Lakangaon'],\n",
       " ['Lalitpur'],\n",
       " ['Lancé'],\n",
       " ['Lancon'],\n",
       " ['Långhalsen'],\n",
       " ['Lanxi'],\n",
       " ['Lanzenkirchen'],\n",
       " ['Laochenzhen'],\n",
       " ['Launton'],\n",
       " ['Lavrentievka'],\n",
       " ['Le Pressoir'],\n",
       " ['Le Teilleul'],\n",
       " ['Leedey'],\n",
       " ['Leeuwfontein'],\n",
       " ['Leighlinbridge'],\n",
       " ['Leighton'],\n",
       " ['Leonovka'],\n",
       " ['Les Ormes'],\n",
       " ['Lesves'],\n",
       " ['Lichtenberg'],\n",
       " ['Lillaverke'],\n",
       " ['Limerick'],\n",
       " ['Linum'],\n",
       " ['Lishui'],\n",
       " ['Lissa'],\n",
       " ['Little Piney'],\n",
       " ['Lixna'],\n",
       " ['Lodran'],\n",
       " ['Lohawat'],\n",
       " ['Lorton'],\n",
       " ['Los Martinez'],\n",
       " ['Lost City'],\n",
       " ['Louisville'],\n",
       " ['Łowicz'],\n",
       " ['Lua'],\n",
       " ['Lucé'],\n",
       " ['Lumpkin'],\n",
       " ['Lunan'],\n",
       " ['Lundsgård'],\n",
       " ['Luotolax'],\n",
       " ['Luponnas'],\n",
       " ['Lusaka'],\n",
       " ['Mabwe-Khoywa'],\n",
       " ['Macau'],\n",
       " ['Machinga'],\n",
       " ['Macibini'],\n",
       " ['Madhipura'],\n",
       " ['Madiun'],\n",
       " ['Madrid'],\n",
       " ['Mafra'],\n",
       " ['Magnesia'],\n",
       " ['Magombedze'],\n",
       " ['Mahadevpur'],\n",
       " ['Maigatari-Danduma'],\n",
       " ['Malaga'],\n",
       " ['Malakal'],\n",
       " ['Malampaka'],\n",
       " ['Malotas'],\n",
       " ['Malvern'],\n",
       " ['Mamra Springs'],\n",
       " ['Manbhoom'],\n",
       " ['Manegaon'],\n",
       " ['Mangwendi'],\n",
       " ['Manych'],\n",
       " ['Mardan'],\n",
       " ['Maria Linden'],\n",
       " ['Mariaville'],\n",
       " ['Maribo'],\n",
       " ['Maridi'],\n",
       " ['Marilia'],\n",
       " ['Marion (Iowa)'],\n",
       " ['Marjalahti'],\n",
       " ['Marmande'],\n",
       " ['Maromandia'],\n",
       " ['Maryville'],\n",
       " ['Mascombes'],\n",
       " ['Mason Gully'],\n",
       " ['Mässing'],\n",
       " ['Mauerkirchen'],\n",
       " ['Mauritius'],\n",
       " ['Mayo Belwa'],\n",
       " ['Mazapil'],\n",
       " ['Maziba'],\n",
       " ['Mbale'],\n",
       " ['Medanitos'],\n",
       " ['Meerut'],\n",
       " ['Meester-Cornelis'],\n",
       " ['Menow'],\n",
       " ['Menziswyl'],\n",
       " ['Mern'],\n",
       " ['Meru'],\n",
       " ['Merua'],\n",
       " ['Messina'],\n",
       " ['Meuselbach'],\n",
       " ['Mezel'],\n",
       " ['Mezö-Madaras'],\n",
       " ['Mhow'],\n",
       " ['Mianchi'],\n",
       " ['Middlesbrough'],\n",
       " ['Mifflin'],\n",
       " ['Mighei'],\n",
       " ['Mihonoseki'],\n",
       " ['Mike'],\n",
       " ['Milena'],\n",
       " ['Millbillillie'],\n",
       " ['Miller (Arkansas)'],\n",
       " ['Minamino'],\n",
       " ['Mineo'],\n",
       " ['Min-Fan-Zhun'],\n",
       " ['Minnichhof'],\n",
       " ['Mirzapur'],\n",
       " ['Misshof'],\n",
       " ['Mjelleim'],\n",
       " ['Mocs'],\n",
       " ['Modoc (1905)'],\n",
       " ['Mokoia'],\n",
       " ['Molina'],\n",
       " ['Molteno'],\n",
       " ['Monahans (1998)'],\n",
       " ['Monroe'],\n",
       " ['Monte das Fortes'],\n",
       " ['Monte Milone'],\n",
       " ['Montferré'],\n",
       " ['Montlivault'],\n",
       " ['Monze'],\n",
       " ['Moore County'],\n",
       " ['Mooresfort'],\n",
       " ['Moorleah'],\n",
       " ['Moradabad'],\n",
       " ['Morávka'],\n",
       " ['Mornans'],\n",
       " ['Moss'],\n",
       " ['Moti-ka-nagla'],\n",
       " ['Motta di Conti'],\n",
       " ['Mount Browne'],\n",
       " ['Mount Tazerzait'],\n",
       " ['Mount Vaisi'],\n",
       " ['Mtola'],\n",
       " ['Muddoor'],\n",
       " ['Mulletiwu'],\n",
       " ['Muraid'],\n",
       " ['Murchison'],\n",
       " ['Murray'],\n",
       " ['Muzaffarpur'],\n",
       " ['Myhee Caunta'],\n",
       " ['Nadiabondi'],\n",
       " ['Nagai'],\n",
       " ['Nagaria'],\n",
       " ['Nagy-Borové'],\n",
       " ['Nakhla'],\n",
       " ['Nakhon Pathom'],\n",
       " ['Nammianthal'],\n",
       " ['Nan Yang Pao'],\n",
       " ['Nanjemoy'],\n",
       " ['Nantong'],\n",
       " ['Naoki'],\n",
       " ['Naragh'],\n",
       " ['Narellan'],\n",
       " ['Narni'],\n",
       " ['Nassirah'],\n",
       " ['Natal'],\n",
       " ['Nawapali'],\n",
       " ['Neagari'],\n",
       " ['Nedagolla'],\n",
       " ['Nejo'],\n",
       " ['Nerft'],\n",
       " ['Neuschwanstein'],\n",
       " ['New Concord'],\n",
       " ['New Halfa'],\n",
       " ['New Orleans'],\n",
       " ['Ngawi'],\n",
       " [\"N'Goureyma\"],\n",
       " ['Nicorps'],\n",
       " ['Niger (L6)'],\n",
       " ['Niger (LL6)'],\n",
       " ['Nikolaevka'],\n",
       " ['Nikolskoe'],\n",
       " ['Ningbo'],\n",
       " ['Ningqiang'],\n",
       " ['Nio'],\n",
       " [\"N'Kandhla\"],\n",
       " ['Nobleborough'],\n",
       " ['Noblesville'],\n",
       " ['Nogata'],\n",
       " ['Nogoya'],\n",
       " ['Norfork'],\n",
       " ['Norton County'],\n",
       " ['Noventa Vicentina'],\n",
       " ['Novo-Urei'],\n",
       " ['Novy-Ergi'],\n",
       " ['Novy-Projekt'],\n",
       " ['Noyan-Bogdo'],\n",
       " ['Nuevo Mercurio'],\n",
       " ['Nulles'],\n",
       " ['Numakai'],\n",
       " ['Nyaung'],\n",
       " ['Nyirábrany'],\n",
       " ['Ochansk'],\n",
       " ['Oesede'],\n",
       " ['Oesel'],\n",
       " ['Ofehértó'],\n",
       " ['Ogi'],\n",
       " ['Ohaba'],\n",
       " ['Ohuma'],\n",
       " ['Ojuelos Altos'],\n",
       " ['Okabe'],\n",
       " ['Okano'],\n",
       " ['Okniny'],\n",
       " ['Oldenburg (1930)'],\n",
       " ['Oliva-Gandia'],\n",
       " ['Olivenza'],\n",
       " ['Olmedilla de Alarcón'],\n",
       " ['Omolon'],\n",
       " ['Orgueil'],\n",
       " ['Orlando'],\n",
       " ['Ornans'],\n",
       " ['Ortenau'],\n",
       " ['Orvinio'],\n",
       " ['Oterøy'],\n",
       " ['Otomi'],\n",
       " ['Ottawa'],\n",
       " ['Ouadangou'],\n",
       " ['Oued el Hadjar'],\n",
       " ['Oum Dreyga'],\n",
       " ['Ourique'],\n",
       " ['Ovambo'],\n",
       " ['Oviedo'],\n",
       " ['Owrucz'],\n",
       " ['Pacula'],\n",
       " ['Padvarninkai'],\n",
       " ['Paitan'],\n",
       " ['Palahatchie'],\n",
       " ['Palca de Aparzo'],\n",
       " ['Palinshih'],\n",
       " ['Palmyra'],\n",
       " ['Palolo Valley'],\n",
       " ['Pampanga'],\n",
       " ['Pantar'],\n",
       " ['Paragould'],\n",
       " ['Parambu'],\n",
       " ['Paranaiba'],\n",
       " ['Park Forest'],\n",
       " ['Parnallee'],\n",
       " ['Parsa'],\n",
       " ['Pasamonte'],\n",
       " ['Patora'],\n",
       " ['Patrimonio'],\n",
       " ['Patti'],\n",
       " ['Patwar'],\n",
       " ['Pavel'],\n",
       " ['Pavlodar (stone)'],\n",
       " ['Pavlograd'],\n",
       " ['Pavlovka'],\n",
       " ['Pê'],\n",
       " ['Peace River'],\n",
       " ['Peckelsheim'],\n",
       " ['Peekskill'],\n",
       " ['Peña Blanca Spring'],\n",
       " ['Peramiho'],\n",
       " ['Perpeti'],\n",
       " ['Perth'],\n",
       " ['Pervomaisky'],\n",
       " ['Pesyanoe'],\n",
       " ['Pétèlkolé'],\n",
       " ['Petersburg'],\n",
       " ['Pettiswood'],\n",
       " ['Phillips County (stone)'],\n",
       " ['Phu Hong'],\n",
       " ['Phum Sambo'],\n",
       " ['Phuoc-Binh'],\n",
       " ['Piancaldoli'],\n",
       " ['Picote'],\n",
       " ['Pillistfer'],\n",
       " ['Piplia Kalan'],\n",
       " ['Piquetberg'],\n",
       " ['Pirgunje'],\n",
       " ['Pirthalla'],\n",
       " ['Pitts'],\n",
       " ['Plantersville'],\n",
       " ['Pleşcoi'],\n",
       " ['Ploschkovitz'],\n",
       " ['Pnompehn'],\n",
       " ['Pohlitz'],\n",
       " ['Pokhra'],\n",
       " ['Pollen'],\n",
       " ['Pontlyfni'],\n",
       " ['Portales Valley'],\n",
       " ['Portugal'],\n",
       " ['Po-wang Chen'],\n",
       " ['Prambachkirchen'],\n",
       " ['Pribram'],\n",
       " ['Pricetown'],\n",
       " ['Puerto Lápice'],\n",
       " ['Pulsora'],\n",
       " ['Pultusk'],\n",
       " ['Punganaru'],\n",
       " ['Putinga'],\n",
       " ['Qidong'],\n",
       " ['Qingzhen'],\n",
       " [\"Queen's Mercy\"],\n",
       " ['Quenggouk'],\n",
       " ['Quesa'],\n",
       " ['Quija'],\n",
       " ['Quincay'],\n",
       " ['Raco'],\n",
       " ['Raghunathpura'],\n",
       " ['Rahimyar Khan'],\n",
       " ['Rakovka'],\n",
       " ['Ramnagar'],\n",
       " ['Rampurhat'],\n",
       " ['Ramsdorf'],\n",
       " ['Ranchapur'],\n",
       " ['Rancho de la Presa'],\n",
       " ['Rangala'],\n",
       " ['Raoyang'],\n",
       " ['Ras Tanura'],\n",
       " ['Rasgrad'],\n",
       " ['Ratyn'],\n",
       " ['Red Canyon Lake'],\n",
       " ['Reliegos'],\n",
       " ['Rembang'],\n",
       " ['Renazzo'],\n",
       " ['Renca'],\n",
       " ['Renqiu'],\n",
       " ['Repeev Khutor'],\n",
       " ['Revelstoke'],\n",
       " ['Rewari'],\n",
       " ['Rich Mountain'],\n",
       " ['Richardton'],\n",
       " ['Richland Springs'],\n",
       " ['Richmond'],\n",
       " ['Rio Negro'],\n",
       " ['Rivolta de Bassi'],\n",
       " ['Rochester'],\n",
       " ['Rockhampton'],\n",
       " ['Roda'],\n",
       " ['Rodach'],\n",
       " ['Rose City'],\n",
       " ['Rowton'],\n",
       " ['Ruhobobo'],\n",
       " ['Rumuruti'],\n",
       " ['Rupota'],\n",
       " ['Ryechki'],\n",
       " ['Sabetmahet'],\n",
       " ['Sabrum'],\n",
       " ['Sagan'],\n",
       " ['Saint-Sauveur'],\n",
       " ['Saint-Séverin'],\n",
       " ['Sakauchi'],\n",
       " ['Salem'],\n",
       " ['Salles'],\n",
       " ['Salzwedel'],\n",
       " ['Samelia'],\n",
       " ['San Juan Capistrano'],\n",
       " ['San Michele'],\n",
       " ['San Pedro de Quiles'],\n",
       " ['San Pedro Jacuaro'],\n",
       " ['Santa Barbara'],\n",
       " ['Santa Cruz'],\n",
       " ['Santa Isabel'],\n",
       " ['Santa Lucia (2008)'],\n",
       " ['São Jose do Rio Preto'],\n",
       " ['Saratov'],\n",
       " ['Sasagase'],\n",
       " ['Sauguis'],\n",
       " ['Savtschenskoje'],\n",
       " ['Sayama'],\n",
       " ['Sazovice'],\n",
       " ['Schellin'],\n",
       " ['Schenectady'],\n",
       " ['Schönenberg'],\n",
       " ['Searsmont'],\n",
       " ['Sediköy'],\n",
       " ['Segowlie'],\n",
       " ['Selakopi'],\n",
       " ['Seldebourak'],\n",
       " ['Semarkona'],\n",
       " ['Sena'],\n",
       " ['Senboku'],\n",
       " ['Seoni'],\n",
       " ['Seres'],\n",
       " ['Serra de Magé'],\n",
       " ['Sete Lagoas'],\n",
       " ['Sevilla'],\n",
       " ['Sevrukovo'],\n",
       " ['Sfax'],\n",
       " ['Shalka'],\n",
       " ['Sharps'],\n",
       " ['Shelburne'],\n",
       " ['Shergotty'],\n",
       " ['Sheyang'],\n",
       " ['Shikarpur'],\n",
       " ['Shuangyang'],\n",
       " ['Shupiyan'],\n",
       " ['Shytal'],\n",
       " ['Siena'],\n",
       " ['Sikhote-Alin'],\n",
       " ['Silao'],\n",
       " ['Silistra'],\n",
       " ['Simmern'],\n",
       " ['Sinai'],\n",
       " ['Sindhri'],\n",
       " ['Sinnai'],\n",
       " ['Sioux County'],\n",
       " ['Sitathali'],\n",
       " ['Sivas'],\n",
       " ['Sixiangkou'],\n",
       " ['Ski'],\n",
       " ['Slavetic'],\n",
       " ['Slobodka'],\n",
       " ['Soheria'],\n",
       " ['Soko-Banja'],\n",
       " ['Sologne'],\n",
       " ['Sołtmany'],\n",
       " ['Sone'],\n",
       " ['Songyuan'],\n",
       " ['Sopot'],\n",
       " ['Soroti'],\n",
       " ['St. Caprais-de-Quinsac'],\n",
       " ['St. Christophe-la-Chartreuse'],\n",
       " ['St. Denis Westrem'],\n",
       " ['St. Germain-du-Pinel'],\n",
       " ['St. Louis'],\n",
       " [\"St. Mark's\"],\n",
       " [\"St. Mary's County\"],\n",
       " ['St. Mesmin'],\n",
       " ['St. Michel'],\n",
       " ['St.-Chinian'],\n",
       " ['Ställdalen'],\n",
       " ['Stannern'],\n",
       " ['Stavropol'],\n",
       " ['Ste. Marguerite'],\n",
       " ['Sterlitamak'],\n",
       " ['Stolzenau'],\n",
       " ['Stratford'],\n",
       " ['Strathmore'],\n",
       " ['Stretchleigh'],\n",
       " ['St-Robert'],\n",
       " ['Success'],\n",
       " ['Suchy Dul'],\n",
       " ['Suizhou'],\n",
       " ['Sulagiri'],\n",
       " ['Sultanpur'],\n",
       " ['Sungach'],\n",
       " ['Supuhee'],\n",
       " [\"Sutter's Mill\"],\n",
       " ['Sylacauga'],\n",
       " ['Tabor'],\n",
       " ['Tadjera'],\n",
       " ['Tagish Lake'],\n",
       " ['Tahara'],\n",
       " ['Takenouchi'],\n",
       " ['Talampaya'],\n",
       " ['Tambakwatu'],\n",
       " ['Tamdakht'],\n",
       " ['Tané'],\n",
       " ['Taonan'],\n",
       " ['Tatahouine'],\n",
       " ['Tathlith'],\n",
       " ['Tauk'],\n",
       " ['Tauti'],\n",
       " ['Tenham'],\n",
       " ['Tennasilm'],\n",
       " ['Thal'],\n",
       " ['Thika'],\n",
       " ['Thuathe'],\n",
       " ['Tianzhang'],\n",
       " ['Tieschitz'],\n",
       " ['Tilden'],\n",
       " ['Tillaberi'],\n",
       " ['Timochin'],\n",
       " ['Tirupati'],\n",
       " ['Tissint'],\n",
       " ['Tjabe'],\n",
       " ['Tjerebon'],\n",
       " ['Tomakovka'],\n",
       " ['Tomatlan'],\n",
       " ['Tomita'],\n",
       " ['Tomiya'],\n",
       " ['Tonk'],\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"name\"].ext.to_pandas().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['name',\n",
       " 'id',\n",
       " 'nametype',\n",
       " 'recclass',\n",
       " 'mass (g)',\n",
       " 'fall',\n",
       " 'year',\n",
       " 'reclat',\n",
       " 'reclong',\n",
       " 'GeoLocation']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Aachen'],\n",
       " ['Aarhus'],\n",
       " ['Abee'],\n",
       " ['Acapulco'],\n",
       " ['Achiras'],\n",
       " ['Adhi Kot'],\n",
       " ['Adzhi-Bogdo (stone)'],\n",
       " ['Agen'],\n",
       " ['Aguada'],\n",
       " ['Aguila Blanca'],\n",
       " ['Aioun el Atrouss'],\n",
       " ['Aïr'],\n",
       " ['Aire-sur-la-Lys'],\n",
       " ['Akaba'],\n",
       " ['Akbarpur'],\n",
       " ['Akwanga'],\n",
       " ['Akyumak'],\n",
       " ['Al Rais'],\n",
       " ['Al Zarnkh'],\n",
       " ['Alais'],\n",
       " ['Albareto'],\n",
       " ['Alberta'],\n",
       " ['Alby sur Chéran'],\n",
       " ['Aldsworth'],\n",
       " ['Aleppo'],\n",
       " ['Alessandria'],\n",
       " ['Alexandrovsky'],\n",
       " ['Alfianello'],\n",
       " ['Allegan'],\n",
       " ['Allende'],\n",
       " ['Almahata Sitta'],\n",
       " [\"Alta'ameem\"],\n",
       " ['Ambapur Nagla'],\n",
       " ['Andhara'],\n",
       " ['Andover'],\n",
       " ['Andreevka'],\n",
       " ['Andura'],\n",
       " ['Northwest Africa 5815'],\n",
       " ['Angers'],\n",
       " ['Angra dos Reis (stone)'],\n",
       " ['Ankober'],\n",
       " ['Anlong'],\n",
       " ['Aomori'],\n",
       " ['Appley Bridge'],\n",
       " ['Apt'],\n",
       " ['Arbol Solo'],\n",
       " ['Archie'],\n",
       " ['Arroyo Aguiar'],\n",
       " ['Asco'],\n",
       " ['Ash Creek'],\n",
       " ['Ashdon'],\n",
       " ['Assisi'],\n",
       " ['Atarra'],\n",
       " ['Atemajac'],\n",
       " ['Athens'],\n",
       " ['Atoka'],\n",
       " ['Aubres'],\n",
       " ['Aumale'],\n",
       " ['Aumieres'],\n",
       " ['Ausson'],\n",
       " ['Avanhandava'],\n",
       " ['Avce'],\n",
       " ['Avilez'],\n",
       " ['Awere'],\n",
       " ['Aztec'],\n",
       " ['Bachmut'],\n",
       " ['Bahjoi'],\n",
       " ['Bald Mountain'],\n",
       " ['Baldwyn'],\n",
       " ['Bali'],\n",
       " ['Ban Rong Du'],\n",
       " ['Bandong'],\n",
       " ['Bansur'],\n",
       " ['Banswal'],\n",
       " ['Banten'],\n",
       " ['Barbotan'],\n",
       " ['Barcelona (stone)'],\n",
       " ['Barea'],\n",
       " ['Barnaul'],\n",
       " ['Barntrup'],\n",
       " ['Baroti'],\n",
       " ['Barwell'],\n",
       " ['Bassikounou'],\n",
       " ['Baszkówka'],\n",
       " ['Bath'],\n",
       " ['Bath Furnace'],\n",
       " ['Battle Mountain'],\n",
       " ['Bawku'],\n",
       " ['Baxter'],\n",
       " ['Beardsley'],\n",
       " ['Beaver Creek'],\n",
       " ['Beddgelert'],\n",
       " ['Bells'],\n",
       " ['Belville'],\n",
       " ['Benares (a)'],\n",
       " ['Benguerir'],\n",
       " [\"Beni M'hira\"],\n",
       " ['Benld'],\n",
       " ['Benoni'],\n",
       " ['Bensour'],\n",
       " ['Benton'],\n",
       " ['Berduc'],\n",
       " ['Béréba'],\n",
       " ['Berlanguillas'],\n",
       " ['Berthoud'],\n",
       " ['Bethlehem'],\n",
       " ['Beuste'],\n",
       " ['Beyrout'],\n",
       " ['Bhagur'],\n",
       " ['Bhawad'],\n",
       " ['Bherai'],\n",
       " ['Bhola'],\n",
       " ['Bholghati'],\n",
       " ['Bialystok'],\n",
       " ['Bielokrynitschie'],\n",
       " ['Bilanga'],\n",
       " ['Binningup'],\n",
       " [\"Birni N'konni\"],\n",
       " ['Bishopville'],\n",
       " ['Bishunpur'],\n",
       " ['Bjelaja Zerkov'],\n",
       " ['Bjurböle'],\n",
       " ['Black Moshannan Park'],\n",
       " ['Blackwell'],\n",
       " ['Blanket'],\n",
       " ['Blansko'],\n",
       " ['Bloomington'],\n",
       " ['Bo Xian'],\n",
       " ['Bocas'],\n",
       " ['Bogou'],\n",
       " ['Boguslavka'],\n",
       " ['Borgo San Donino'],\n",
       " ['Bori'],\n",
       " ['Boriskino'],\n",
       " ['Borkut'],\n",
       " ['Borodino'],\n",
       " ['Botschetschki'],\n",
       " ['Boumdeid (2003)'],\n",
       " ['Boumdeid (2011)'],\n",
       " ['Bovedy'],\n",
       " ['Bradford Woods'],\n",
       " ['Braunau'],\n",
       " ['Breitscheid'],\n",
       " ['Bremervörde'],\n",
       " ['Brient'],\n",
       " ['Bruderheim'],\n",
       " ['Bukhara'],\n",
       " ['Bulls Run'],\n",
       " ['Bunburra Rockhole'],\n",
       " ['Bununu'],\n",
       " ['Bur-Gheluai'],\n",
       " ['Burnwell'],\n",
       " ['Bursa'],\n",
       " ['Buschhof'],\n",
       " ['Bustee'],\n",
       " ['Butsura'],\n",
       " ['Buzzard Coulee'],\n",
       " ['Cabezo de Mayo'],\n",
       " ['Cabin Creek'],\n",
       " ['Cacak'],\n",
       " ['Cali'],\n",
       " ['Calivo'],\n",
       " ['Campos Sales'],\n",
       " ['Çanakkale'],\n",
       " ['Cañellas'],\n",
       " ['Cangas de Onis'],\n",
       " ['Canon City'],\n",
       " ['Cape Girardeau'],\n",
       " ['Capilla del Monte'],\n",
       " ['Carancas'],\n",
       " ['Caratash'],\n",
       " ['Castalia'],\n",
       " ['Castel Berardenga'],\n",
       " ['Castine'],\n",
       " ['Castrovillari'],\n",
       " ['Caswell County'],\n",
       " ['Ceniceros'],\n",
       " ['Centerville'],\n",
       " ['Cereseto'],\n",
       " ['Chadong'],\n",
       " ['Chail'],\n",
       " ['Chainpur'],\n",
       " ['Chajari'],\n",
       " ['Chandakapur'],\n",
       " ['Chandpur'],\n",
       " ['Changde'],\n",
       " ['Chantonnay'],\n",
       " ['Charlotte'],\n",
       " ['Charsonville'],\n",
       " ['Charwallas'],\n",
       " ['Chassigny'],\n",
       " ['Château-Renard'],\n",
       " ['Chaves'],\n",
       " ['Chela'],\n",
       " ['Chelyabinsk'],\n",
       " ['Chergach '],\n",
       " ['Chernyi Bor'],\n",
       " ['Cherokee Springs'],\n",
       " ['Chervettaz'],\n",
       " ['Chervony Kut'],\n",
       " ['Chetrinahatti'],\n",
       " ['Chiang Khan'],\n",
       " ['Chicora'],\n",
       " ['Chisenga'],\n",
       " ['Chitado'],\n",
       " ['Chitenay'],\n",
       " ['Cilimus'],\n",
       " ['Claxton'],\n",
       " ['Clohars'],\n",
       " ['Colby (Wisconsin)'],\n",
       " ['Cold Bokkeveld'],\n",
       " ['Coleman'],\n",
       " ['Collescipoli'],\n",
       " ['Conquista'],\n",
       " ['Cosina'],\n",
       " ['Cranganore'],\n",
       " ['Crescent'],\n",
       " ['Cronstad'],\n",
       " ['Cross Roads'],\n",
       " ['Crumlin'],\n",
       " ['Cumberland Falls'],\n",
       " ['Cynthiana'],\n",
       " ['Dahmani'],\n",
       " ['Dandapur'],\n",
       " [\"Daniel's Kuil\"],\n",
       " ['Danville'],\n",
       " ['Darmstadt'],\n",
       " ['Dashoguz'],\n",
       " ['Daule'],\n",
       " ['De Cewsville'],\n",
       " ['Deal'],\n",
       " ['Delhi'],\n",
       " ['Demina'],\n",
       " ['Denver'],\n",
       " ['Dergaon'],\n",
       " ['Desuri'],\n",
       " ['Devgaon'],\n",
       " ['Devri-Khera'],\n",
       " ['Dhajala'],\n",
       " ['Dharwar'],\n",
       " ['Dhurmsala'],\n",
       " ['Didim'],\n",
       " ['Diep River'],\n",
       " ['Distrito Quebracho'],\n",
       " ['Djati-Pengilon'],\n",
       " ['Djermaia'],\n",
       " ['Djoumine'],\n",
       " ['Dokachi'],\n",
       " ['Dolgovoli'],\n",
       " ['Domanitch'],\n",
       " ['Dong Ujimqin Qi'],\n",
       " ['Donga Kohrod'],\n",
       " ['Dongtai'],\n",
       " ['Doroninsk'],\n",
       " ['Dosso'],\n",
       " ['Douar Mghila'],\n",
       " ['Dowa'],\n",
       " ['Drake Creek'],\n",
       " ['Dresden (Ontario)'],\n",
       " ['Dubrovnik'],\n",
       " ['Dunbogan'],\n",
       " ['Dundrum'],\n",
       " ['Dunhua'],\n",
       " ['Durala'],\n",
       " ['Duruma'],\n",
       " ['Duwun'],\n",
       " ['Dwaleni'],\n",
       " ['Dyalpur'],\n",
       " ['Dyarrl Island'],\n",
       " ['Eagle'],\n",
       " ['Ehole'],\n",
       " ['Eichstädt'],\n",
       " ['Ekeby'],\n",
       " ['Ekh Khera'],\n",
       " ['El Idrissia'],\n",
       " ['El Paso de Aguila'],\n",
       " ['El Tigre'],\n",
       " ['Elbert'],\n",
       " ['Elbogen'],\n",
       " ['Elenovka'],\n",
       " ['Ellemeet'],\n",
       " ['Emmaville'],\n",
       " ['Enshi'],\n",
       " ['Ensisheim'],\n",
       " ['Épinal'],\n",
       " ['Erakot'],\n",
       " ['Erevan'],\n",
       " ['Ergheo'],\n",
       " ['Erxleben'],\n",
       " ['Esnandes'],\n",
       " ['Essebi'],\n",
       " ['Estherville'],\n",
       " ['Farmington'],\n",
       " ['Farmville'],\n",
       " ['Favars'],\n",
       " ['Fayetteville'],\n",
       " ['Feid Chair'],\n",
       " ['Felix'],\n",
       " ['Fenghsien-Ku'],\n",
       " ['Ferguson'],\n",
       " ['Fermo'],\n",
       " ['Fisher'],\n",
       " ['Florence'],\n",
       " ['Forest City'],\n",
       " ['Forest Vale'],\n",
       " ['Forksville'],\n",
       " ['Forsbach'],\n",
       " ['Forsyth'],\n",
       " ['Fort Flatters'],\n",
       " ['Frankfort (stone)'],\n",
       " ['Fuhe'],\n",
       " ['Fukutomi'],\n",
       " ['Fünen'],\n",
       " ['Futtehpur'],\n",
       " ['Fuyang'],\n",
       " ['Galapian'],\n",
       " ['Galim (a)'],\n",
       " ['Galim (b)'],\n",
       " ['Galkiv'],\n",
       " ['Gambat'],\n",
       " ['Gao-Guenie'],\n",
       " ['Garhi Yasin'],\n",
       " ['Garland'],\n",
       " ['Gashua'],\n",
       " ['Gasseltepaoua'],\n",
       " ['Geidam'],\n",
       " ['Gifu'],\n",
       " ['Girgenti'],\n",
       " ['Git-Git'],\n",
       " ['Glanerbrug'],\n",
       " ['Glanggang'],\n",
       " ['Glasatovo'],\n",
       " ['Glatton'],\n",
       " ['Gnadenfrei'],\n",
       " ['Gopalpur'],\n",
       " ['Gorlovka'],\n",
       " ['Granes'],\n",
       " ['Grefsheim'],\n",
       " ['Grimsby'],\n",
       " ['Grosnaja'],\n",
       " ['Gross-Divina'],\n",
       " ['Grossliebenthal'],\n",
       " ['Grüneberg'],\n",
       " ['Grzempach'],\n",
       " ['Gualeguaychú'],\n",
       " ['Guangmingshan'],\n",
       " ['Guangnan'],\n",
       " ['Guangrao'],\n",
       " ['Guareña'],\n",
       " ['Guêa'],\n",
       " ['Guibga'],\n",
       " ['Guidder'],\n",
       " ['Gujargaon'],\n",
       " ['Gujba'],\n",
       " ['Gumoschnik'],\n",
       " ['Gurram Konda'],\n",
       " ['Gursum'],\n",
       " ['Gütersloh'],\n",
       " ['Gyokukei'],\n",
       " ['Hachi-oji'],\n",
       " ['Hainaut'],\n",
       " ['Hallingeberg'],\n",
       " ['Hamlet'],\n",
       " ['Haraiya'],\n",
       " ['Haripura'],\n",
       " ['Harleton'],\n",
       " ['Harrison County'],\n",
       " ['Hashima'],\n",
       " ['Hassi-Jekna'],\n",
       " ['Hatford'],\n",
       " ['Haverö'],\n",
       " ['Hedeskoga'],\n",
       " ['Hedjaz'],\n",
       " ['Heredia'],\n",
       " ['Hessle'],\n",
       " ['Higashi-koen'],\n",
       " ['High Possil'],\n",
       " ['Hiroshima'],\n",
       " ['Hoima'],\n",
       " ['Hökmark'],\n",
       " ['Holbrook'],\n",
       " ['Holetta'],\n",
       " ['Homestead'],\n",
       " ['Honolulu'],\n",
       " ['Hotse'],\n",
       " ['Hoxie'],\n",
       " ['Hraschina'],\n",
       " ['Huaxi'],\n",
       " ['Hungen'],\n",
       " ['Hvittis'],\n",
       " ['Ibbenbüren'],\n",
       " ['Ibitira'],\n",
       " ['Ibrisim'],\n",
       " ['Ichkala'],\n",
       " ['Idutywa'],\n",
       " ['Iguaracu'],\n",
       " ['Ijopega'],\n",
       " ['Indarch'],\n",
       " ['Independence'],\n",
       " ['Inner Mongolia'],\n",
       " ['Innisfree'],\n",
       " ['Ipiranga'],\n",
       " ['Ishinga'],\n",
       " ['Isthilart'],\n",
       " ['Itapicuru-Mirim'],\n",
       " ['Itqiy'],\n",
       " ['Ivuna'],\n",
       " ['Jackalsfontein'],\n",
       " ['Jajh deh Kot Lalu'],\n",
       " ['Jalanash'],\n",
       " ['Jalandhar'],\n",
       " ['Jamkheir'],\n",
       " ['Jartai'],\n",
       " ['Jelica'],\n",
       " ['Jemlapur'],\n",
       " ['Jesenice'],\n",
       " ['Jhung'],\n",
       " ['Jiange'],\n",
       " ['Jianshi'],\n",
       " ['Jilin'],\n",
       " ['Jodiya'],\n",
       " ['Jodzie'],\n",
       " ['Johnstown'],\n",
       " ['Jolomba'],\n",
       " ['Jonzac'],\n",
       " ['Juancheng'],\n",
       " ['Judesegeri'],\n",
       " ['Jumapalo'],\n",
       " ['Junan'],\n",
       " ['Juromenha'],\n",
       " ['Juvinas'],\n",
       " ['Kaba'],\n",
       " ['Kabo'],\n",
       " ['Kadonah'],\n",
       " ['Kaee'],\n",
       " ['Kagarlyk'],\n",
       " ['Kaidun'],\n",
       " ['Kainsaz'],\n",
       " ['Kakangari'],\n",
       " ['Kakowa'],\n",
       " ['Kalaba'],\n",
       " ['Kalumbi'],\n",
       " ['Kamalpur'],\n",
       " ['Kamiomi'],\n",
       " ['Kamsagar'],\n",
       " ['Kandahar (Afghanistan)'],\n",
       " ['Kangean'],\n",
       " ['Kangra Valley'],\n",
       " ['Kapoeta'],\n",
       " ['Kaprada'],\n",
       " ['Kaptal-Aryk'],\n",
       " ['Karakol'],\n",
       " ['Karatu'],\n",
       " ['Karewar'],\n",
       " ['Karkh'],\n",
       " ['Karloowala'],\n",
       " ['Karoonda'],\n",
       " ['Kasamatsu'],\n",
       " ['Kasauli'],\n",
       " ['Katagum'],\n",
       " ['Kavarpura'],\n",
       " ['Kayakent'],\n",
       " ['Kediri'],\n",
       " ['Kemer'],\n",
       " ['Kendleton'],\n",
       " ['Kendrapara'],\n",
       " ['Kerilis'],\n",
       " ['Kernouve'],\n",
       " ['Kesen'],\n",
       " ['Khairpur'],\n",
       " ['Khanpur'],\n",
       " ['Kharkov'],\n",
       " ['Kheragur'],\n",
       " ['Khetri'],\n",
       " ['Khmelevka'],\n",
       " ['Khohar'],\n",
       " ['Khor Temiki'],\n",
       " ['Kidairat'],\n",
       " ['Kiel'],\n",
       " ['Kiffa'],\n",
       " ['Kijima (1906)'],\n",
       " ['Kikino'],\n",
       " ['Kilabo'],\n",
       " ['Kilbourn'],\n",
       " ['Killeter'],\n",
       " ['Kingai'],\n",
       " ['Kirbyville'],\n",
       " ['Kisvarsány'],\n",
       " ['Kitchener'],\n",
       " ['Klein-Wenden'],\n",
       " ['Knyahinya'],\n",
       " ['Kobe'],\n",
       " ['Kokubunji'],\n",
       " ['Komagome'],\n",
       " ['Konovo'],\n",
       " ['Košice'],\n",
       " ['Krähenberg'],\n",
       " ['Krasnoi-Ugol'],\n",
       " ['Krasnyi Klyuch'],\n",
       " ['Krutikha'],\n",
       " ['Krymka'],\n",
       " ['Kukschin'],\n",
       " ['Kulak'],\n",
       " ['Kuleschovka'],\n",
       " ['Kulp'],\n",
       " ['Kunashak'],\n",
       " ['Kunya-Urgench'],\n",
       " ['Kushiike'],\n",
       " ['Kusiali'],\n",
       " ['Kutais'],\n",
       " ['Kuttippuram'],\n",
       " ['Kuznetzovo'],\n",
       " ['Kyushu'],\n",
       " ['La Bécasse'],\n",
       " ['La Charca'],\n",
       " ['La Colina'],\n",
       " ['La Criolla'],\n",
       " ['Laborel'],\n",
       " ['Lahrauli'],\n",
       " [\"L'Aigle\"],\n",
       " ['Lakangaon'],\n",
       " ['Lalitpur'],\n",
       " ['Lancé'],\n",
       " ['Lancon'],\n",
       " ['Långhalsen'],\n",
       " ['Lanxi'],\n",
       " ['Lanzenkirchen'],\n",
       " ['Laochenzhen'],\n",
       " ['Launton'],\n",
       " ['Lavrentievka'],\n",
       " ['Le Pressoir'],\n",
       " ['Le Teilleul'],\n",
       " ['Leedey'],\n",
       " ['Leeuwfontein'],\n",
       " ['Leighlinbridge'],\n",
       " ['Leighton'],\n",
       " ['Leonovka'],\n",
       " ['Les Ormes'],\n",
       " ['Lesves'],\n",
       " ['Lichtenberg'],\n",
       " ['Lillaverke'],\n",
       " ['Limerick'],\n",
       " ['Linum'],\n",
       " ['Lishui'],\n",
       " ['Lissa'],\n",
       " ['Little Piney'],\n",
       " ['Lixna'],\n",
       " ['Lodran'],\n",
       " ['Lohawat'],\n",
       " ['Lorton'],\n",
       " ['Los Martinez'],\n",
       " ['Lost City'],\n",
       " ['Louisville'],\n",
       " ['Łowicz'],\n",
       " ['Lua'],\n",
       " ['Lucé'],\n",
       " ['Lumpkin'],\n",
       " ['Lunan'],\n",
       " ['Lundsgård'],\n",
       " ['Luotolax'],\n",
       " ['Luponnas'],\n",
       " ['Lusaka'],\n",
       " ['Mabwe-Khoywa'],\n",
       " ['Macau'],\n",
       " ['Machinga'],\n",
       " ['Macibini'],\n",
       " ['Madhipura'],\n",
       " ['Madiun'],\n",
       " ['Madrid'],\n",
       " ['Mafra'],\n",
       " ['Magnesia'],\n",
       " ['Magombedze'],\n",
       " ['Mahadevpur'],\n",
       " ['Maigatari-Danduma'],\n",
       " ['Malaga'],\n",
       " ['Malakal'],\n",
       " ['Malampaka'],\n",
       " ['Malotas'],\n",
       " ['Malvern'],\n",
       " ['Mamra Springs'],\n",
       " ['Manbhoom'],\n",
       " ['Manegaon'],\n",
       " ['Mangwendi'],\n",
       " ['Manych'],\n",
       " ['Mardan'],\n",
       " ['Maria Linden'],\n",
       " ['Mariaville'],\n",
       " ['Maribo'],\n",
       " ['Maridi'],\n",
       " ['Marilia'],\n",
       " ['Marion (Iowa)'],\n",
       " ['Marjalahti'],\n",
       " ['Marmande'],\n",
       " ['Maromandia'],\n",
       " ['Maryville'],\n",
       " ['Mascombes'],\n",
       " ['Mason Gully'],\n",
       " ['Mässing'],\n",
       " ['Mauerkirchen'],\n",
       " ['Mauritius'],\n",
       " ['Mayo Belwa'],\n",
       " ['Mazapil'],\n",
       " ['Maziba'],\n",
       " ['Mbale'],\n",
       " ['Medanitos'],\n",
       " ['Meerut'],\n",
       " ['Meester-Cornelis'],\n",
       " ['Menow'],\n",
       " ['Menziswyl'],\n",
       " ['Mern'],\n",
       " ['Meru'],\n",
       " ['Merua'],\n",
       " ['Messina'],\n",
       " ['Meuselbach'],\n",
       " ['Mezel'],\n",
       " ['Mezö-Madaras'],\n",
       " ['Mhow'],\n",
       " ['Mianchi'],\n",
       " ['Middlesbrough'],\n",
       " ['Mifflin'],\n",
       " ['Mighei'],\n",
       " ['Mihonoseki'],\n",
       " ['Mike'],\n",
       " ['Milena'],\n",
       " ['Millbillillie'],\n",
       " ['Miller (Arkansas)'],\n",
       " ['Minamino'],\n",
       " ['Mineo'],\n",
       " ['Min-Fan-Zhun'],\n",
       " ['Minnichhof'],\n",
       " ['Mirzapur'],\n",
       " ['Misshof'],\n",
       " ['Mjelleim'],\n",
       " ['Mocs'],\n",
       " ['Modoc (1905)'],\n",
       " ['Mokoia'],\n",
       " ['Molina'],\n",
       " ['Molteno'],\n",
       " ['Monahans (1998)'],\n",
       " ['Monroe'],\n",
       " ['Monte das Fortes'],\n",
       " ['Monte Milone'],\n",
       " ['Montferré'],\n",
       " ['Montlivault'],\n",
       " ['Monze'],\n",
       " ['Moore County'],\n",
       " ['Mooresfort'],\n",
       " ['Moorleah'],\n",
       " ['Moradabad'],\n",
       " ['Morávka'],\n",
       " ['Mornans'],\n",
       " ['Moss'],\n",
       " ['Moti-ka-nagla'],\n",
       " ['Motta di Conti'],\n",
       " ['Mount Browne'],\n",
       " ['Mount Tazerzait'],\n",
       " ['Mount Vaisi'],\n",
       " ['Mtola'],\n",
       " ['Muddoor'],\n",
       " ['Mulletiwu'],\n",
       " ['Muraid'],\n",
       " ['Murchison'],\n",
       " ['Murray'],\n",
       " ['Muzaffarpur'],\n",
       " ['Myhee Caunta'],\n",
       " ['Nadiabondi'],\n",
       " ['Nagai'],\n",
       " ['Nagaria'],\n",
       " ['Nagy-Borové'],\n",
       " ['Nakhla'],\n",
       " ['Nakhon Pathom'],\n",
       " ['Nammianthal'],\n",
       " ['Nan Yang Pao'],\n",
       " ['Nanjemoy'],\n",
       " ['Nantong'],\n",
       " ['Naoki'],\n",
       " ['Naragh'],\n",
       " ['Narellan'],\n",
       " ['Narni'],\n",
       " ['Nassirah'],\n",
       " ['Natal'],\n",
       " ['Nawapali'],\n",
       " ['Neagari'],\n",
       " ['Nedagolla'],\n",
       " ['Nejo'],\n",
       " ['Nerft'],\n",
       " ['Neuschwanstein'],\n",
       " ['New Concord'],\n",
       " ['New Halfa'],\n",
       " ['New Orleans'],\n",
       " ['Ngawi'],\n",
       " [\"N'Goureyma\"],\n",
       " ['Nicorps'],\n",
       " ['Niger (L6)'],\n",
       " ['Niger (LL6)'],\n",
       " ['Nikolaevka'],\n",
       " ['Nikolskoe'],\n",
       " ['Ningbo'],\n",
       " ['Ningqiang'],\n",
       " ['Nio'],\n",
       " [\"N'Kandhla\"],\n",
       " ['Nobleborough'],\n",
       " ['Noblesville'],\n",
       " ['Nogata'],\n",
       " ['Nogoya'],\n",
       " ['Norfork'],\n",
       " ['Norton County'],\n",
       " ['Noventa Vicentina'],\n",
       " ['Novo-Urei'],\n",
       " ['Novy-Ergi'],\n",
       " ['Novy-Projekt'],\n",
       " ['Noyan-Bogdo'],\n",
       " ['Nuevo Mercurio'],\n",
       " ['Nulles'],\n",
       " ['Numakai'],\n",
       " ['Nyaung'],\n",
       " ['Nyirábrany'],\n",
       " ['Ochansk'],\n",
       " ['Oesede'],\n",
       " ['Oesel'],\n",
       " ['Ofehértó'],\n",
       " ['Ogi'],\n",
       " ['Ohaba'],\n",
       " ['Ohuma'],\n",
       " ['Ojuelos Altos'],\n",
       " ['Okabe'],\n",
       " ['Okano'],\n",
       " ['Okniny'],\n",
       " ['Oldenburg (1930)'],\n",
       " ['Oliva-Gandia'],\n",
       " ['Olivenza'],\n",
       " ['Olmedilla de Alarcón'],\n",
       " ['Omolon'],\n",
       " ['Orgueil'],\n",
       " ['Orlando'],\n",
       " ['Ornans'],\n",
       " ['Ortenau'],\n",
       " ['Orvinio'],\n",
       " ['Oterøy'],\n",
       " ['Otomi'],\n",
       " ['Ottawa'],\n",
       " ['Ouadangou'],\n",
       " ['Oued el Hadjar'],\n",
       " ['Oum Dreyga'],\n",
       " ['Ourique'],\n",
       " ['Ovambo'],\n",
       " ['Oviedo'],\n",
       " ['Owrucz'],\n",
       " ['Pacula'],\n",
       " ['Padvarninkai'],\n",
       " ['Paitan'],\n",
       " ['Palahatchie'],\n",
       " ['Palca de Aparzo'],\n",
       " ['Palinshih'],\n",
       " ['Palmyra'],\n",
       " ['Palolo Valley'],\n",
       " ['Pampanga'],\n",
       " ['Pantar'],\n",
       " ['Paragould'],\n",
       " ['Parambu'],\n",
       " ['Paranaiba'],\n",
       " ['Park Forest'],\n",
       " ['Parnallee'],\n",
       " ['Parsa'],\n",
       " ['Pasamonte'],\n",
       " ['Patora'],\n",
       " ['Patrimonio'],\n",
       " ['Patti'],\n",
       " ['Patwar'],\n",
       " ['Pavel'],\n",
       " ['Pavlodar (stone)'],\n",
       " ['Pavlograd'],\n",
       " ['Pavlovka'],\n",
       " ['Pê'],\n",
       " ['Peace River'],\n",
       " ['Peckelsheim'],\n",
       " ['Peekskill'],\n",
       " ['Peña Blanca Spring'],\n",
       " ['Peramiho'],\n",
       " ['Perpeti'],\n",
       " ['Perth'],\n",
       " ['Pervomaisky'],\n",
       " ['Pesyanoe'],\n",
       " ['Pétèlkolé'],\n",
       " ['Petersburg'],\n",
       " ['Pettiswood'],\n",
       " ['Phillips County (stone)'],\n",
       " ['Phu Hong'],\n",
       " ['Phum Sambo'],\n",
       " ['Phuoc-Binh'],\n",
       " ['Piancaldoli'],\n",
       " ['Picote'],\n",
       " ['Pillistfer'],\n",
       " ['Piplia Kalan'],\n",
       " ['Piquetberg'],\n",
       " ['Pirgunje'],\n",
       " ['Pirthalla'],\n",
       " ['Pitts'],\n",
       " ['Plantersville'],\n",
       " ['Pleşcoi'],\n",
       " ['Ploschkovitz'],\n",
       " ['Pnompehn'],\n",
       " ['Pohlitz'],\n",
       " ['Pokhra'],\n",
       " ['Pollen'],\n",
       " ['Pontlyfni'],\n",
       " ['Portales Valley'],\n",
       " ['Portugal'],\n",
       " ['Po-wang Chen'],\n",
       " ['Prambachkirchen'],\n",
       " ['Pribram'],\n",
       " ['Pricetown'],\n",
       " ['Puerto Lápice'],\n",
       " ['Pulsora'],\n",
       " ['Pultusk'],\n",
       " ['Punganaru'],\n",
       " ['Putinga'],\n",
       " ['Qidong'],\n",
       " ['Qingzhen'],\n",
       " [\"Queen's Mercy\"],\n",
       " ['Quenggouk'],\n",
       " ['Quesa'],\n",
       " ['Quija'],\n",
       " ['Quincay'],\n",
       " ['Raco'],\n",
       " ['Raghunathpura'],\n",
       " ['Rahimyar Khan'],\n",
       " ['Rakovka'],\n",
       " ['Ramnagar'],\n",
       " ['Rampurhat'],\n",
       " ['Ramsdorf'],\n",
       " ['Ranchapur'],\n",
       " ['Rancho de la Presa'],\n",
       " ['Rangala'],\n",
       " ['Raoyang'],\n",
       " ['Ras Tanura'],\n",
       " ['Rasgrad'],\n",
       " ['Ratyn'],\n",
       " ['Red Canyon Lake'],\n",
       " ['Reliegos'],\n",
       " ['Rembang'],\n",
       " ['Renazzo'],\n",
       " ['Renca'],\n",
       " ['Renqiu'],\n",
       " ['Repeev Khutor'],\n",
       " ['Revelstoke'],\n",
       " ['Rewari'],\n",
       " ['Rich Mountain'],\n",
       " ['Richardton'],\n",
       " ['Richland Springs'],\n",
       " ['Richmond'],\n",
       " ['Rio Negro'],\n",
       " ['Rivolta de Bassi'],\n",
       " ['Rochester'],\n",
       " ['Rockhampton'],\n",
       " ['Roda'],\n",
       " ['Rodach'],\n",
       " ['Rose City'],\n",
       " ['Rowton'],\n",
       " ['Ruhobobo'],\n",
       " ['Rumuruti'],\n",
       " ['Rupota'],\n",
       " ['Ryechki'],\n",
       " ['Sabetmahet'],\n",
       " ['Sabrum'],\n",
       " ['Sagan'],\n",
       " ['Saint-Sauveur'],\n",
       " ['Saint-Séverin'],\n",
       " ['Sakauchi'],\n",
       " ['Salem'],\n",
       " ['Salles'],\n",
       " ['Salzwedel'],\n",
       " ['Samelia'],\n",
       " ['San Juan Capistrano'],\n",
       " ['San Michele'],\n",
       " ['San Pedro de Quiles'],\n",
       " ['San Pedro Jacuaro'],\n",
       " ['Santa Barbara'],\n",
       " ['Santa Cruz'],\n",
       " ['Santa Isabel'],\n",
       " ['Santa Lucia (2008)'],\n",
       " ['São Jose do Rio Preto'],\n",
       " ['Saratov'],\n",
       " ['Sasagase'],\n",
       " ['Sauguis'],\n",
       " ['Savtschenskoje'],\n",
       " ['Sayama'],\n",
       " ['Sazovice'],\n",
       " ['Schellin'],\n",
       " ['Schenectady'],\n",
       " ['Schönenberg'],\n",
       " ['Searsmont'],\n",
       " ['Sediköy'],\n",
       " ['Segowlie'],\n",
       " ['Selakopi'],\n",
       " ['Seldebourak'],\n",
       " ['Semarkona'],\n",
       " ['Sena'],\n",
       " ['Senboku'],\n",
       " ['Seoni'],\n",
       " ['Seres'],\n",
       " ['Serra de Magé'],\n",
       " ['Sete Lagoas'],\n",
       " ['Sevilla'],\n",
       " ['Sevrukovo'],\n",
       " ['Sfax'],\n",
       " ['Shalka'],\n",
       " ['Sharps'],\n",
       " ['Shelburne'],\n",
       " ['Shergotty'],\n",
       " ['Sheyang'],\n",
       " ['Shikarpur'],\n",
       " ['Shuangyang'],\n",
       " ['Shupiyan'],\n",
       " ['Shytal'],\n",
       " ['Siena'],\n",
       " ['Sikhote-Alin'],\n",
       " ['Silao'],\n",
       " ['Silistra'],\n",
       " ['Simmern'],\n",
       " ['Sinai'],\n",
       " ['Sindhri'],\n",
       " ['Sinnai'],\n",
       " ['Sioux County'],\n",
       " ['Sitathali'],\n",
       " ['Sivas'],\n",
       " ['Sixiangkou'],\n",
       " ['Ski'],\n",
       " ['Slavetic'],\n",
       " ['Slobodka'],\n",
       " ['Soheria'],\n",
       " ['Soko-Banja'],\n",
       " ['Sologne'],\n",
       " ['Sołtmany'],\n",
       " ['Sone'],\n",
       " ['Songyuan'],\n",
       " ['Sopot'],\n",
       " ['Soroti'],\n",
       " ['St. Caprais-de-Quinsac'],\n",
       " ['St. Christophe-la-Chartreuse'],\n",
       " ['St. Denis Westrem'],\n",
       " ['St. Germain-du-Pinel'],\n",
       " ['St. Louis'],\n",
       " [\"St. Mark's\"],\n",
       " [\"St. Mary's County\"],\n",
       " ['St. Mesmin'],\n",
       " ['St. Michel'],\n",
       " ['St.-Chinian'],\n",
       " ['Ställdalen'],\n",
       " ['Stannern'],\n",
       " ['Stavropol'],\n",
       " ['Ste. Marguerite'],\n",
       " ['Sterlitamak'],\n",
       " ['Stolzenau'],\n",
       " ['Stratford'],\n",
       " ['Strathmore'],\n",
       " ['Stretchleigh'],\n",
       " ['St-Robert'],\n",
       " ['Success'],\n",
       " ['Suchy Dul'],\n",
       " ['Suizhou'],\n",
       " ['Sulagiri'],\n",
       " ['Sultanpur'],\n",
       " ['Sungach'],\n",
       " ['Supuhee'],\n",
       " [\"Sutter's Mill\"],\n",
       " ['Sylacauga'],\n",
       " ['Tabor'],\n",
       " ['Tadjera'],\n",
       " ['Tagish Lake'],\n",
       " ['Tahara'],\n",
       " ['Takenouchi'],\n",
       " ['Talampaya'],\n",
       " ['Tambakwatu'],\n",
       " ['Tamdakht'],\n",
       " ['Tané'],\n",
       " ['Taonan'],\n",
       " ['Tatahouine'],\n",
       " ['Tathlith'],\n",
       " ['Tauk'],\n",
       " ['Tauti'],\n",
       " ['Tenham'],\n",
       " ['Tennasilm'],\n",
       " ['Thal'],\n",
       " ['Thika'],\n",
       " ['Thuathe'],\n",
       " ['Tianzhang'],\n",
       " ['Tieschitz'],\n",
       " ['Tilden'],\n",
       " ['Tillaberi'],\n",
       " ['Timochin'],\n",
       " ['Tirupati'],\n",
       " ['Tissint'],\n",
       " ['Tjabe'],\n",
       " ['Tjerebon'],\n",
       " ['Tomakovka'],\n",
       " ['Tomatlan'],\n",
       " ['Tomita'],\n",
       " ['Tomiya'],\n",
       " ['Tonk'],\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rows.to_list(\"name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'frequency': {'name': {'values': [{'value': 'Święcany', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 012', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 045', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 046', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 047', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 048', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 049', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 050', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 051', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 043', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 032', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 031', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 030', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 009', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 010', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 011', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 013', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 007', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 014', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 017', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 018', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 019', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 020', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 021', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 022', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 023', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 024', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 025', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 026', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 027', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 028', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 029', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 044', 'count': 1}]},\n",
       "  'id': {'values': [{'value': '9999', 'count': 1},\n",
       "    {'value': '23983', 'count': 1},\n",
       "    {'value': '24014', 'count': 1},\n",
       "    {'value': '24015', 'count': 1},\n",
       "    {'value': '24016', 'count': 1},\n",
       "    {'value': '24017', 'count': 1},\n",
       "    {'value': '24018', 'count': 1},\n",
       "    {'value': '24019', 'count': 1},\n",
       "    {'value': '24020', 'count': 1},\n",
       "    {'value': '24012', 'count': 1},\n",
       "    {'value': '240', 'count': 1},\n",
       "    {'value': '24', 'count': 1},\n",
       "    {'value': '23999', 'count': 1},\n",
       "    {'value': '23980', 'count': 1},\n",
       "    {'value': '23981', 'count': 1},\n",
       "    {'value': '23982', 'count': 1},\n",
       "    {'value': '23984', 'count': 1},\n",
       "    {'value': '23978', 'count': 1},\n",
       "    {'value': '23985', 'count': 1},\n",
       "    {'value': '23986', 'count': 1},\n",
       "    {'value': '23987', 'count': 1},\n",
       "    {'value': '23988', 'count': 1},\n",
       "    {'value': '23989', 'count': 1},\n",
       "    {'value': '23990', 'count': 1},\n",
       "    {'value': '23991', 'count': 1},\n",
       "    {'value': '23992', 'count': 1},\n",
       "    {'value': '23993', 'count': 1},\n",
       "    {'value': '23994', 'count': 1},\n",
       "    {'value': '23995', 'count': 1},\n",
       "    {'value': '23996', 'count': 1},\n",
       "    {'value': '23997', 'count': 1},\n",
       "    {'value': '23998', 'count': 1},\n",
       "    {'value': '24013', 'count': 1}]},\n",
       "  'nametype': {'values': [{'value': 'Valid', 'count': 45641},\n",
       "    {'value': 'Relict', 'count': 75}]},\n",
       "  'recclass': {'values': [{'value': 'L6', 'count': 8285},\n",
       "    {'value': 'H5', 'count': 7142},\n",
       "    {'value': 'L5', 'count': 4796},\n",
       "    {'value': 'H6', 'count': 4528},\n",
       "    {'value': 'H4', 'count': 4211},\n",
       "    {'value': 'LL5', 'count': 2766},\n",
       "    {'value': 'LL6', 'count': 2043},\n",
       "    {'value': 'L4', 'count': 1253},\n",
       "    {'value': 'H4/5', 'count': 428},\n",
       "    {'value': 'CM2', 'count': 416},\n",
       "    {'value': 'H3', 'count': 386},\n",
       "    {'value': 'L3', 'count': 365},\n",
       "    {'value': 'CO3', 'count': 335},\n",
       "    {'value': 'Ureilite', 'count': 300},\n",
       "    {'value': 'Iron, IIIAB', 'count': 285},\n",
       "    {'value': 'LL4', 'count': 268},\n",
       "    {'value': 'CV3', 'count': 256},\n",
       "    {'value': 'Diogenite', 'count': 241},\n",
       "    {'value': 'Howardite', 'count': 240},\n",
       "    {'value': 'LL', 'count': 225},\n",
       "    {'value': 'Eucrite', 'count': 221},\n",
       "    {'value': 'Eucrite-pmict', 'count': 207},\n",
       "    {'value': 'E3', 'count': 206},\n",
       "    {'value': 'H5/6', 'count': 193},\n",
       "    {'value': 'Mesosiderite', 'count': 137},\n",
       "    {'value': 'CR2', 'count': 135},\n",
       "    {'value': 'LL3', 'count': 128},\n",
       "    {'value': 'EH3', 'count': 120},\n",
       "    {'value': 'Iron, IIAB', 'count': 118},\n",
       "    {'value': 'Iron, ungrouped', 'count': 113},\n",
       "    {'value': 'H~5', 'count': 111},\n",
       "    {'value': 'L5/6', 'count': 109},\n",
       "    {'value': 'Eucrite-mmict', 'count': 108}]},\n",
       "  'mass (g)': {'values': [{'value': '1.3', 'count': 171},\n",
       "    {'value': '1.2', 'count': 140},\n",
       "    {'value': '1.4', 'count': 138},\n",
       "    {'value': '', 'count': 131},\n",
       "    {'value': '2.1', 'count': 130},\n",
       "    {'value': '2.4', 'count': 126},\n",
       "    {'value': '1.6', 'count': 120},\n",
       "    {'value': '0.5', 'count': 119},\n",
       "    {'value': '1.1', 'count': 116},\n",
       "    {'value': '3.8', 'count': 114},\n",
       "    {'value': '0.7', 'count': 111},\n",
       "    {'value': '1.5', 'count': 111},\n",
       "    {'value': '3.2', 'count': 109},\n",
       "    {'value': '3.1', 'count': 109},\n",
       "    {'value': '1.7', 'count': 109},\n",
       "    {'value': '3', 'count': 108},\n",
       "    {'value': '0.9', 'count': 108},\n",
       "    {'value': '0.6', 'count': 108},\n",
       "    {'value': '0.8', 'count': 107},\n",
       "    {'value': '1.8', 'count': 104},\n",
       "    {'value': '2.5', 'count': 103},\n",
       "    {'value': '2.7', 'count': 102},\n",
       "    {'value': '3.6', 'count': 96},\n",
       "    {'value': '2', 'count': 96},\n",
       "    {'value': '1', 'count': 96},\n",
       "    {'value': '4.2', 'count': 95},\n",
       "    {'value': '2.8', 'count': 93},\n",
       "    {'value': '2.9', 'count': 93},\n",
       "    {'value': '2.2', 'count': 92},\n",
       "    {'value': '2.6', 'count': 91},\n",
       "    {'value': '3.3', 'count': 88},\n",
       "    {'value': '4.6', 'count': 86},\n",
       "    {'value': '1.9', 'count': 86}]},\n",
       "  'fall': {'values': [{'value': 'Found', 'count': 44609},\n",
       "    {'value': 'Fell', 'count': 1107}]},\n",
       "  'year': {'values': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "    {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "    {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "    {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "    {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "    {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "    {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "    {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "    {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "    {'value': '01/01/1999 12:00:00 AM', 'count': 1691},\n",
       "    {'value': '01/01/2001 12:00:00 AM', 'count': 1650},\n",
       "    {'value': '01/01/1990 12:00:00 AM', 'count': 1518},\n",
       "    {'value': '01/01/2009 12:00:00 AM', 'count': 1497},\n",
       "    {'value': '01/01/1986 12:00:00 AM', 'count': 1375},\n",
       "    {'value': '01/01/2007 12:00:00 AM', 'count': 1189},\n",
       "    {'value': '01/01/2010 12:00:00 AM', 'count': 1005},\n",
       "    {'value': '01/01/1993 12:00:00 AM', 'count': 979},\n",
       "    {'value': '01/01/2008 12:00:00 AM', 'count': 957},\n",
       "    {'value': '01/01/1987 12:00:00 AM', 'count': 916},\n",
       "    {'value': '01/01/1991 12:00:00 AM', 'count': 877},\n",
       "    {'value': '01/01/2005 12:00:00 AM', 'count': 875},\n",
       "    {'value': '01/01/1994 12:00:00 AM', 'count': 719},\n",
       "    {'value': '01/01/2011 12:00:00 AM', 'count': 713},\n",
       "    {'value': '01/01/1974 12:00:00 AM', 'count': 691},\n",
       "    {'value': '01/01/1996 12:00:00 AM', 'count': 583},\n",
       "    {'value': '01/01/1995 12:00:00 AM', 'count': 487},\n",
       "    {'value': '01/01/1981 12:00:00 AM', 'count': 463},\n",
       "    {'value': '01/01/1977 12:00:00 AM', 'count': 421},\n",
       "    {'value': '01/01/1984 12:00:00 AM', 'count': 402},\n",
       "    {'value': '01/01/1985 12:00:00 AM', 'count': 378},\n",
       "    {'value': '01/01/1992 12:00:00 AM', 'count': 372},\n",
       "    {'value': '01/01/1983 12:00:00 AM', 'count': 360},\n",
       "    {'value': '01/01/1982 12:00:00 AM', 'count': 344}]},\n",
       "  'reclat': {'values': [{'value': '', 'count': 7315},\n",
       "    {'value': '0.000000', 'count': 6438},\n",
       "    {'value': '-71.500000', 'count': 4761},\n",
       "    {'value': '-84.000000', 'count': 3040},\n",
       "    {'value': '-72.000000', 'count': 1506},\n",
       "    {'value': '-79.683330', 'count': 1130},\n",
       "    {'value': '-76.716670', 'count': 680},\n",
       "    {'value': '-76.183330', 'count': 539},\n",
       "    {'value': '-84.216670', 'count': 263},\n",
       "    {'value': '-86.366670', 'count': 226},\n",
       "    {'value': '-86.716670', 'count': 217},\n",
       "    {'value': '-85.666670', 'count': 185},\n",
       "    {'value': '-24.850000', 'count': 178},\n",
       "    {'value': '-85.633330', 'count': 108},\n",
       "    {'value': '-72.954880', 'count': 74},\n",
       "    {'value': '-72.778890', 'count': 69},\n",
       "    {'value': '-72.983890', 'count': 67},\n",
       "    {'value': '58.583330', 'count': 64},\n",
       "    {'value': '-72.775000', 'count': 57},\n",
       "    {'value': '-72.778330', 'count': 52},\n",
       "    {'value': '-72.998890', 'count': 41},\n",
       "    {'value': '-72.779170', 'count': 40},\n",
       "    {'value': '34.083330', 'count': 40},\n",
       "    {'value': '-72.782500', 'count': 39},\n",
       "    {'value': '-72.983889', 'count': 37},\n",
       "    {'value': '29.916670', 'count': 35},\n",
       "    {'value': '-72.778610', 'count': 35},\n",
       "    {'value': '-83.250000', 'count': 35},\n",
       "    {'value': '-82.500000', 'count': 32},\n",
       "    {'value': '-25.233330', 'count': 32},\n",
       "    {'value': '-72.774720', 'count': 31},\n",
       "    {'value': '-72.773610', 'count': 31},\n",
       "    {'value': '-72.989720', 'count': 31}]},\n",
       "  'reclong': {'values': [{'value': '', 'count': 7315},\n",
       "    {'value': '0.000000', 'count': 6214},\n",
       "    {'value': '35.666670', 'count': 4985},\n",
       "    {'value': '168.000000', 'count': 3040},\n",
       "    {'value': '26.000000', 'count': 1506},\n",
       "    {'value': '159.750000', 'count': 657},\n",
       "    {'value': '159.666670', 'count': 637},\n",
       "    {'value': '157.166670', 'count': 542},\n",
       "    {'value': '155.750000', 'count': 473},\n",
       "    {'value': '160.500000', 'count': 263},\n",
       "    {'value': '-70.000000', 'count': 228},\n",
       "    {'value': '-141.500000', 'count': 217},\n",
       "    {'value': '175.000000', 'count': 185},\n",
       "    {'value': '-70.533330', 'count': 178},\n",
       "    {'value': '-68.700000', 'count': 105},\n",
       "    {'value': '160.473280', 'count': 74},\n",
       "    {'value': '13.433330', 'count': 64},\n",
       "    {'value': '159.333330', 'count': 44},\n",
       "    {'value': '75.313610', 'count': 42},\n",
       "    {'value': '75.246390', 'count': 42},\n",
       "    {'value': '-103.500000', 'count': 35},\n",
       "    {'value': '157.000000', 'count': 34},\n",
       "    {'value': '-5.583330', 'count': 33},\n",
       "    {'value': '75.187220', 'count': 33},\n",
       "    {'value': '155.500000', 'count': 32},\n",
       "    {'value': '-69.716670', 'count': 32},\n",
       "    {'value': '75.200000', 'count': 32},\n",
       "    {'value': '75.340000', 'count': 31},\n",
       "    {'value': '161.500000', 'count': 30},\n",
       "    {'value': '75.246389', 'count': 30},\n",
       "    {'value': '161.083330', 'count': 29},\n",
       "    {'value': '156.383330', 'count': 27},\n",
       "    {'value': '-69.766670', 'count': 24}]},\n",
       "  'GeoLocation': {'values': [{'value': '', 'count': 7315},\n",
       "    {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "    {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "    {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "    {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "    {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "    {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "    {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "    {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "    {'value': '(-84.216670, 160.500000)', 'count': 263},\n",
       "    {'value': '(-86.366670, -70.000000)', 'count': 226},\n",
       "    {'value': '(0.000000, 35.666670)', 'count': 223},\n",
       "    {'value': '(-86.716670, -141.500000)', 'count': 217},\n",
       "    {'value': '(-85.666670, 175.000000)', 'count': 185},\n",
       "    {'value': '(-24.850000, -70.533330)', 'count': 178},\n",
       "    {'value': '(-85.633330, -68.700000)', 'count': 105},\n",
       "    {'value': '(-72.954880, 160.473280)', 'count': 74},\n",
       "    {'value': '(58.583330, 13.433330)', 'count': 64},\n",
       "    {'value': '(-76.716670, 159.333330)', 'count': 42},\n",
       "    {'value': '(-72.778890, 75.313610)', 'count': 39},\n",
       "    {'value': '(-72.983890, 75.246390)', 'count': 38},\n",
       "    {'value': '(-83.250000, 157.000000)', 'count': 34},\n",
       "    {'value': '(29.916670, -5.583330)', 'count': 33},\n",
       "    {'value': '(-82.500000, 155.500000)', 'count': 32},\n",
       "    {'value': '(-72.998890, 75.187220)', 'count': 32},\n",
       "    {'value': '(-25.233330, -69.716670)', 'count': 32},\n",
       "    {'value': '(-84.266670, 161.500000)', 'count': 30},\n",
       "    {'value': '(-84.283330, 161.083330)', 'count': 29},\n",
       "    {'value': '(-73.083330, 75.200000)', 'count': 28},\n",
       "    {'value': '(-72.983889, 75.246389)', 'count': 27},\n",
       "    {'value': '(-80.066670, 156.383330)', 'count': 27},\n",
       "    {'value': '(34.083330, -103.500000)', 'count': 27},\n",
       "    {'value': '(27.166670, -9.500000)', 'count': 24}]}}}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.cols.hist()\n",
    "df.cols.frequency()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.775000</td>\n",
       "      <td>6.083330</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.183330</td>\n",
       "      <td>10.233330</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.216670</td>\n",
       "      <td>-113.000000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.883330</td>\n",
       "      <td>-99.900000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.166670</td>\n",
       "      <td>-64.950000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45711</th>\n",
       "      <td>Zillah 002</td>\n",
       "      <td>31356</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Eucrite</td>\n",
       "      <td>172</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1990 12:00:00 AM</td>\n",
       "      <td>29.037000</td>\n",
       "      <td>17.018500</td>\n",
       "      <td>(29.037000, 17.018500)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45712</th>\n",
       "      <td>Zinder</td>\n",
       "      <td>30409</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Pallasite, ungrouped</td>\n",
       "      <td>46</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1999 12:00:00 AM</td>\n",
       "      <td>13.783330</td>\n",
       "      <td>8.966670</td>\n",
       "      <td>(13.783330, 8.966670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45713</th>\n",
       "      <td>Zlin</td>\n",
       "      <td>30410</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1939 12:00:00 AM</td>\n",
       "      <td>49.250000</td>\n",
       "      <td>17.666670</td>\n",
       "      <td>(49.250000, 17.666670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45714</th>\n",
       "      <td>Zubkovsky</td>\n",
       "      <td>31357</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>2167</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/2003 12:00:00 AM</td>\n",
       "      <td>49.789170</td>\n",
       "      <td>41.504600</td>\n",
       "      <td>(49.789170, 41.504600)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45715</th>\n",
       "      <td>Zulu Queen</td>\n",
       "      <td>30414</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L3.7</td>\n",
       "      <td>200</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>33.983330</td>\n",
       "      <td>-115.683330</td>\n",
       "      <td>(33.983330, -115.683330)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45716 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             name     id nametype              recclass mass (g)   fall  \\\n",
       "0          Aachen      1    Valid                    L5       21   Fell   \n",
       "1          Aarhus      2    Valid                    H6      720   Fell   \n",
       "2            Abee      6    Valid                   EH4   107000   Fell   \n",
       "3        Acapulco     10    Valid           Acapulcoite     1914   Fell   \n",
       "4         Achiras    370    Valid                    L6      780   Fell   \n",
       "...           ...    ...      ...                   ...      ...    ...   \n",
       "45711  Zillah 002  31356    Valid               Eucrite      172  Found   \n",
       "45712      Zinder  30409    Valid  Pallasite, ungrouped       46  Found   \n",
       "45713        Zlin  30410    Valid                    H4      3.3  Found   \n",
       "45714   Zubkovsky  31357    Valid                    L6     2167  Found   \n",
       "45715  Zulu Queen  30414    Valid                  L3.7      200  Found   \n",
       "\n",
       "                         year      reclat      reclong  \\\n",
       "0      01/01/1880 12:00:00 AM   50.775000     6.083330   \n",
       "1      01/01/1951 12:00:00 AM   56.183330    10.233330   \n",
       "2      01/01/1952 12:00:00 AM   54.216670  -113.000000   \n",
       "3      01/01/1976 12:00:00 AM   16.883330   -99.900000   \n",
       "4      01/01/1902 12:00:00 AM  -33.166670   -64.950000   \n",
       "...                       ...         ...          ...   \n",
       "45711  01/01/1990 12:00:00 AM   29.037000    17.018500   \n",
       "45712  01/01/1999 12:00:00 AM   13.783330     8.966670   \n",
       "45713  01/01/1939 12:00:00 AM   49.250000    17.666670   \n",
       "45714  01/01/2003 12:00:00 AM   49.789170    41.504600   \n",
       "45715  01/01/1976 12:00:00 AM   33.983330  -115.683330   \n",
       "\n",
       "                    GeoLocation  \n",
       "0         (50.775000, 6.083330)  \n",
       "1        (56.183330, 10.233330)  \n",
       "2      (54.216670, -113.000000)  \n",
       "3       (16.883330, -99.900000)  \n",
       "4      (-33.166670, -64.950000)  \n",
       "...                         ...  \n",
       "45711    (29.037000, 17.018500)  \n",
       "45712     (13.783330, 8.966670)  \n",
       "45713    (49.250000, 17.666670)  \n",
       "45714    (49.789170, 41.504600)  \n",
       "45715  (33.983330, -115.683330)  \n",
       "\n",
       "[45716 rows x 10 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.to_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.ext.set_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.77500</td>\n",
       "      <td>6.08333</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.18333</td>\n",
       "      <td>10.23333</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.21667</td>\n",
       "      <td>-113.00000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.88333</td>\n",
       "      <td>-99.90000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.16667</td>\n",
       "      <td>-64.95000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adhi Kot</td>\n",
       "      <td>379</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>4239.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1919 12:00:00 AM</td>\n",
       "      <td>32.10000</td>\n",
       "      <td>71.80000</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adzhi-Bogdo (stone)</td>\n",
       "      <td>390</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL3-6</td>\n",
       "      <td>910.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>44.83333</td>\n",
       "      <td>95.16667</td>\n",
       "      <td>(44.833330, 95.166670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agen</td>\n",
       "      <td>392</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1814 12:00:00 AM</td>\n",
       "      <td>44.21667</td>\n",
       "      <td>0.61667</td>\n",
       "      <td>(44.216670, 0.616670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Aguada</td>\n",
       "      <td>398</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>1620.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1930 12:00:00 AM</td>\n",
       "      <td>-31.60000</td>\n",
       "      <td>-65.23333</td>\n",
       "      <td>(-31.600000, -65.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aguila Blanca</td>\n",
       "      <td>417</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>1440.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1920 12:00:00 AM</td>\n",
       "      <td>-30.86667</td>\n",
       "      <td>-64.55000</td>\n",
       "      <td>(-30.866670, -64.550000)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name   id nametype     recclass  mass (g)  fall  \\\n",
       "0               Aachen    1    Valid           L5      21.0  Fell   \n",
       "1               Aarhus    2    Valid           H6     720.0  Fell   \n",
       "2                 Abee    6    Valid          EH4  107000.0  Fell   \n",
       "3             Acapulco   10    Valid  Acapulcoite    1914.0  Fell   \n",
       "4              Achiras  370    Valid           L6     780.0  Fell   \n",
       "5             Adhi Kot  379    Valid          EH4    4239.0  Fell   \n",
       "6  Adzhi-Bogdo (stone)  390    Valid        LL3-6     910.0  Fell   \n",
       "7                 Agen  392    Valid           H5   30000.0  Fell   \n",
       "8               Aguada  398    Valid           L6    1620.0  Fell   \n",
       "9        Aguila Blanca  417    Valid            L    1440.0  Fell   \n",
       "\n",
       "                     year    reclat    reclong               GeoLocation  \n",
       "0  01/01/1880 12:00:00 AM  50.77500    6.08333     (50.775000, 6.083330)  \n",
       "1  01/01/1951 12:00:00 AM  56.18333   10.23333    (56.183330, 10.233330)  \n",
       "2  01/01/1952 12:00:00 AM  54.21667 -113.00000  (54.216670, -113.000000)  \n",
       "3  01/01/1976 12:00:00 AM  16.88333  -99.90000   (16.883330, -99.900000)  \n",
       "4  01/01/1902 12:00:00 AM -33.16667  -64.95000  (-33.166670, -64.950000)  \n",
       "5  01/01/1919 12:00:00 AM  32.10000   71.80000    (32.100000, 71.800000)  \n",
       "6  01/01/1949 12:00:00 AM  44.83333   95.16667    (44.833330, 95.166670)  \n",
       "7  01/01/1814 12:00:00 AM  44.21667    0.61667     (44.216670, 0.616670)  \n",
       "8  01/01/1930 12:00:00 AM -31.60000  -65.23333  (-31.600000, -65.233330)  \n",
       "9  01/01/1920 12:00:00 AM -30.86667  -64.55000  (-30.866670, -64.550000)  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\",0,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'name' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'nametype' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'recclass' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'fall' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'GeoLocation' with function _cast_to\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'name': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Achiras', 'count': 1},\n",
       "     {'value': 'Adhi Kot', 'count': 1},\n",
       "     {'value': 'Aguada', 'count': 1},\n",
       "     {'value': 'Aguila Blanca', 'count': 1},\n",
       "     {'value': 'Aïr', 'count': 1},\n",
       "     {'value': 'Akaba', 'count': 1},\n",
       "     {'value': 'Akwanga', 'count': 1},\n",
       "     {'value': 'Alais', 'count': 1},\n",
       "     {'value': 'Alberta', 'count': 1},\n",
       "     {'value': 'Alby sur Chéran', 'count': 1},\n",
       "     {'value': 'Aleppo', 'count': 1},\n",
       "     {'value': 'Alessandria', 'count': 1},\n",
       "     {'value': 'Allegan', 'count': 1},\n",
       "     {'value': 'Allende', 'count': 1},\n",
       "     {'value': 'Almahata Sitta', 'count': 1},\n",
       "     {'value': \"Alta'ameem\", 'count': 1},\n",
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       "     {'value': 3.1, 'count': 109},\n",
       "     {'value': 3.2, 'count': 109},\n",
       "     {'value': 3.0, 'count': 108},\n",
       "     {'value': 0.6, 'count': 108},\n",
       "     {'value': 0.9, 'count': 108},\n",
       "     {'value': 0.8, 'count': 107},\n",
       "     {'value': 1.8, 'count': 104},\n",
       "     {'value': 2.5, 'count': 103},\n",
       "     {'value': 2.7, 'count': 102},\n",
       "     {'value': 1.0, 'count': 96},\n",
       "     {'value': 3.6, 'count': 96},\n",
       "     {'value': 2.0, 'count': 96},\n",
       "     {'value': 4.2, 'count': 95},\n",
       "     {'value': 2.9, 'count': 93},\n",
       "     {'value': 2.8, 'count': 93},\n",
       "     {'value': 2.2, 'count': 92},\n",
       "     {'value': 2.6, 'count': 91},\n",
       "     {'value': 3.3, 'count': 88},\n",
       "     {'value': 1.9, 'count': 86},\n",
       "     {'value': 4.1, 'count': 86}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'fall': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Found', 'count': 44609},\n",
       "     {'value': 'Fell', 'count': 1107}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'year': {'stats': {'match': 0,\n",
       "    'missing': 288,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'},\n",
       "    'frequency': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "     {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "     {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "     {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "     {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "     {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "     {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "     {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "     {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "     {'value': '01/01/1999 12:00:00 AM', 'count': 1691},\n",
       "     {'value': '01/01/2001 12:00:00 AM', 'count': 1650},\n",
       "     {'value': '01/01/1990 12:00:00 AM', 'count': 1518},\n",
       "     {'value': '01/01/2009 12:00:00 AM', 'count': 1497},\n",
       "     {'value': '01/01/1986 12:00:00 AM', 'count': 1375},\n",
       "     {'value': '01/01/2007 12:00:00 AM', 'count': 1189},\n",
       "     {'value': '01/01/2010 12:00:00 AM', 'count': 1005},\n",
       "     {'value': '01/01/1993 12:00:00 AM', 'count': 979},\n",
       "     {'value': '01/01/2008 12:00:00 AM', 'count': 957},\n",
       "     {'value': '01/01/1987 12:00:00 AM', 'count': 916},\n",
       "     {'value': '01/01/1991 12:00:00 AM', 'count': 877},\n",
       "     {'value': '01/01/2005 12:00:00 AM', 'count': 875},\n",
       "     {'value': '01/01/1994 12:00:00 AM', 'count': 719},\n",
       "     {'value': '01/01/2011 12:00:00 AM', 'count': 713},\n",
       "     {'value': '01/01/1974 12:00:00 AM', 'count': 691},\n",
       "     {'value': '01/01/1996 12:00:00 AM', 'count': 583},\n",
       "     {'value': '01/01/1995 12:00:00 AM', 'count': 487},\n",
       "     {'value': '01/01/1981 12:00:00 AM', 'count': 463},\n",
       "     {'value': '01/01/1977 12:00:00 AM', 'count': 421},\n",
       "     {'value': '01/01/1984 12:00:00 AM', 'count': 402},\n",
       "     {'value': '01/01/1985 12:00:00 AM', 'count': 378},\n",
       "     {'value': '01/01/1992 12:00:00 AM', 'count': 372},\n",
       "     {'value': '01/01/1983 12:00:00 AM', 'count': 360},\n",
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       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'}},\n",
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       "    'missing': 7315,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': 0.0, 'count': 6438},\n",
       "     {'value': -71.5, 'count': 4761},\n",
       "     {'value': -84.0, 'count': 3040},\n",
       "     {'value': -72.0, 'count': 1506},\n",
       "     {'value': -79.68333, 'count': 1130},\n",
       "     {'value': -76.71667, 'count': 680},\n",
       "     {'value': -76.18333, 'count': 539},\n",
       "     {'value': -84.21667, 'count': 263},\n",
       "     {'value': -86.36667, 'count': 226},\n",
       "     {'value': -86.71667, 'count': 217},\n",
       "     {'value': -85.66667, 'count': 185},\n",
       "     {'value': -24.85, 'count': 178},\n",
       "     {'value': -85.63333, 'count': 108},\n",
       "     {'value': -72.95488, 'count': 74},\n",
       "     {'value': -72.77889, 'count': 69},\n",
       "     {'value': -72.98389, 'count': 67},\n",
       "     {'value': 58.58333, 'count': 64},\n",
       "     {'value': -72.775, 'count': 57},\n",
       "     {'value': -72.77833, 'count': 52},\n",
       "     {'value': -72.99889, 'count': 41},\n",
       "     {'value': 34.08333, 'count': 40},\n",
       "     {'value': -72.77917, 'count': 40},\n",
       "     {'value': -72.7825, 'count': 39},\n",
       "     {'value': -72.983889, 'count': 37},\n",
       "     {'value': -72.77861, 'count': 35},\n",
       "     {'value': 29.91667, 'count': 35},\n",
       "     {'value': -83.25, 'count': 35},\n",
       "     {'value': -82.5, 'count': 32},\n",
       "     {'value': -25.23333, 'count': 32},\n",
       "     {'value': -72.98972, 'count': 31},\n",
       "     {'value': -72.77361, 'count': 31},\n",
       "     {'value': -72.77472, 'count': 31}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'reclong': {'stats': {'match': 0,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': 0.0, 'count': 6214},\n",
       "     {'value': 35.66667, 'count': 4985},\n",
       "     {'value': 168.0, 'count': 3040},\n",
       "     {'value': 26.0, 'count': 1506},\n",
       "     {'value': 159.75, 'count': 657},\n",
       "     {'value': 159.66667, 'count': 637},\n",
       "     {'value': 157.16667, 'count': 542},\n",
       "     {'value': 155.75, 'count': 473},\n",
       "     {'value': 160.5, 'count': 263},\n",
       "     {'value': -70.0, 'count': 228},\n",
       "     {'value': -141.5, 'count': 217},\n",
       "     {'value': 175.0, 'count': 185},\n",
       "     {'value': -70.53333, 'count': 178},\n",
       "     {'value': -68.7, 'count': 105},\n",
       "     {'value': 160.47328, 'count': 74},\n",
       "     {'value': 13.43333, 'count': 64},\n",
       "     {'value': 159.33333, 'count': 44},\n",
       "     {'value': 75.24639, 'count': 42},\n",
       "     {'value': 75.31361, 'count': 42},\n",
       "     {'value': -103.5, 'count': 35},\n",
       "     {'value': 157.0, 'count': 34},\n",
       "     {'value': 75.18722, 'count': 33},\n",
       "     {'value': -5.58333, 'count': 33},\n",
       "     {'value': -69.71667, 'count': 32},\n",
       "     {'value': 155.5, 'count': 32},\n",
       "     {'value': 75.2, 'count': 32},\n",
       "     {'value': 75.34, 'count': 31},\n",
       "     {'value': 75.246389, 'count': 30},\n",
       "     {'value': 161.5, 'count': 30},\n",
       "     {'value': 161.08333, 'count': 29},\n",
       "     {'value': 156.38333, 'count': 27},\n",
       "     {'value': -9.5, 'count': 24}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'GeoLocation': {'stats': {'match': 38401,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 7315,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "     {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "     {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "     {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "     {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "     {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "     {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "     {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "     {'value': '(-84.216670, 160.500000)', 'count': 263},\n",
       "     {'value': '(-86.366670, -70.000000)', 'count': 226},\n",
       "     {'value': '(0.000000, 35.666670)', 'count': 223},\n",
       "     {'value': '(-86.716670, -141.500000)', 'count': 217},\n",
       "     {'value': '(-85.666670, 175.000000)', 'count': 185},\n",
       "     {'value': '(-24.850000, -70.533330)', 'count': 178},\n",
       "     {'value': '(-85.633330, -68.700000)', 'count': 105},\n",
       "     {'value': '(-72.954880, 160.473280)', 'count': 74},\n",
       "     {'value': '(58.583330, 13.433330)', 'count': 64},\n",
       "     {'value': '(-76.716670, 159.333330)', 'count': 42},\n",
       "     {'value': '(-72.778890, 75.313610)', 'count': 39},\n",
       "     {'value': '(-72.983890, 75.246390)', 'count': 38},\n",
       "     {'value': '(-83.250000, 157.000000)', 'count': 34},\n",
       "     {'value': '(29.916670, -5.583330)', 'count': 33},\n",
       "     {'value': '(-25.233330, -69.716670)', 'count': 32},\n",
       "     {'value': '(-82.500000, 155.500000)', 'count': 32},\n",
       "     {'value': '(-72.998890, 75.187220)', 'count': 32},\n",
       "     {'value': '(-84.266670, 161.500000)', 'count': 30},\n",
       "     {'value': '(-84.283330, 161.083330)', 'count': 29},\n",
       "     {'value': '(-73.083330, 75.200000)', 'count': 28},\n",
       "     {'value': '(-80.066670, 156.383330)', 'count': 27},\n",
       "     {'value': '(-72.983889, 75.246389)', 'count': 27},\n",
       "     {'value': '(34.083330, -103.500000)', 'count': 27},\n",
       "     {'value': '(-24.683330, -69.766670)', 'count': 24}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}}},\n",
       " 'file_name': 'data/Meteorite_Landings.csv',\n",
       " 'summary': {'cols_count': 10,\n",
       "  'rows_count': 45716,\n",
       "  'dtypes_list': ['int', 'string', 'double'],\n",
       "  'total_count_dtypes': 3,\n",
       "  'missing_count': 0}}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type1 string\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_string\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.cols.select(\"id\").cols.to_string().ext.display()\n",
    "# df.ext.profile(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df.cols.remove_accents(\"name\").data.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(name='Aachen', id=1, nametype='Valid', recclass='L5', mass (g)=21.0, fall='Fell', year='01/01/1880 12:00:00 AM', reclat=50.775, reclong=6.08333, GeoLocation='(50.775000, 6.083330)'),\n",
       " Row(name='Aarhus', id=2, nametype='Valid', recclass='H6', mass (g)=720.0, fall='Fell', year='01/01/1951 12:00:00 AM', reclat=56.18333, reclong=10.23333, GeoLocation='(56.183330, 10.233330)'),\n",
       " Row(name='Abee', id=6, nametype='Valid', recclass='EH4', mass (g)=107000.0, fall='Fell', year='01/01/1952 12:00:00 AM', reclat=54.21667, reclong=-113.0, GeoLocation='(54.216670, -113.000000)'),\n",
       " Row(name='Acapulco', id=10, nametype='Valid', recclass='Acapulcoite', mass (g)=1914.0, fall='Fell', year='01/01/1976 12:00:00 AM', reclat=16.88333, reclong=-99.9, GeoLocation='(16.883330, -99.900000)'),\n",
       " Row(name='Achiras', id=370, nametype='Valid', recclass='L6', mass (g)=780.0, fall='Fell', year='01/01/1902 12:00:00 AM', reclat=-33.16667, reclong=-64.95, GeoLocation='(-33.166670, -64.950000)'),\n",
       " Row(name='Adhi Kot', id=379, nametype='Valid', recclass='EH4', mass (g)=4239.0, fall='Fell', year='01/01/1919 12:00:00 AM', reclat=32.1, reclong=71.8, GeoLocation='(32.100000, 71.800000)'),\n",
       " Row(name='Adzhi-Bogdo (stone)', id=390, nametype='Valid', recclass='LL3-6', mass (g)=910.0, fall='Fell', year='01/01/1949 12:00:00 AM', reclat=44.83333, reclong=95.16667, GeoLocation='(44.833330, 95.166670)'),\n",
       " Row(name='Agen', id=392, nametype='Valid', recclass='H5', mass (g)=30000.0, fall='Fell', year='01/01/1814 12:00:00 AM', reclat=44.21667, reclong=0.61667, GeoLocation='(44.216670, 0.616670)'),\n",
       " Row(name='Aguada', id=398, nametype='Valid', recclass='L6', mass (g)=1620.0, fall='Fell', year='01/01/1930 12:00:00 AM', reclat=-31.6, reclong=-65.23333, GeoLocation='(-31.600000, -65.233330)'),\n",
       " Row(name='Aguila Blanca', id=417, nametype='Valid', recclass='L', mass (g)=1440.0, fall='Fell', year='01/01/1920 12:00:00 AM', reclat=-30.86667, reclong=-64.55, GeoLocation='(-30.866670, -64.550000)')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': ['Aachen',\n",
       "  'Aarhus',\n",
       "  'Abee',\n",
       "  'Acapulco',\n",
       "  'Achiras',\n",
       "  'Adhi Kot',\n",
       "  'Adzhi-Bogdo (stone)',\n",
       "  'Agen',\n",
       "  'Aguada',\n",
       "  'Aguila Blanca',\n",
       "  'Aioun el Atrouss',\n",
       "  'Aïr',\n",
       "  'Aire-sur-la-Lys',\n",
       "  'Akaba',\n",
       "  'Akbarpur',\n",
       "  'Akwanga',\n",
       "  'Akyumak',\n",
       "  'Al Rais',\n",
       "  'Al Zarnkh',\n",
       "  'Alais',\n",
       "  'Albareto',\n",
       "  'Alberta',\n",
       "  'Alby sur Chéran',\n",
       "  'Aldsworth',\n",
       "  'Aleppo',\n",
       "  'Alessandria',\n",
       "  'Alexandrovsky',\n",
       "  'Alfianello',\n",
       "  'Allegan',\n",
       "  'Allende',\n",
       "  'Almahata Sitta',\n",
       "  \"Alta'ameem\",\n",
       "  'Ambapur Nagla',\n",
       "  'Andhara',\n",
       "  'Andover',\n",
       "  'Andreevka',\n",
       "  'Andura',\n",
       "  'Northwest Africa 5815',\n",
       "  'Angers',\n",
       "  'Angra dos Reis (stone)',\n",
       "  'Ankober',\n",
       "  'Anlong',\n",
       "  'Aomori',\n",
       "  'Appley Bridge',\n",
       "  'Apt',\n",
       "  'Arbol Solo',\n",
       "  'Archie',\n",
       "  'Arroyo Aguiar',\n",
       "  'Asco',\n",
       "  'Ash Creek',\n",
       "  'Ashdon',\n",
       "  'Assisi',\n",
       "  'Atarra',\n",
       "  'Atemajac',\n",
       "  'Athens',\n",
       "  'Atoka',\n",
       "  'Aubres',\n",
       "  'Aumale',\n",
       "  'Aumieres',\n",
       "  'Ausson',\n",
       "  'Avanhandava',\n",
       "  'Avce',\n",
       "  'Avilez',\n",
       "  'Awere',\n",
       "  'Aztec',\n",
       "  'Bachmut',\n",
       "  'Bahjoi',\n",
       "  'Bald Mountain',\n",
       "  'Baldwyn',\n",
       "  'Bali',\n",
       "  'Ban Rong Du',\n",
       "  'Bandong',\n",
       "  'Bansur',\n",
       "  'Banswal',\n",
       "  'Banten',\n",
       "  'Barbotan',\n",
       "  'Barcelona (stone)',\n",
       "  'Barea',\n",
       "  'Barnaul',\n",
       "  'Barntrup',\n",
       "  'Baroti',\n",
       "  'Barwell',\n",
       "  'Bassikounou',\n",
       "  'Baszkówka',\n",
       "  'Bath',\n",
       "  'Bath Furnace',\n",
       "  'Battle Mountain',\n",
       "  'Bawku',\n",
       "  'Baxter',\n",
       "  'Beardsley',\n",
       "  'Beaver Creek',\n",
       "  'Beddgelert',\n",
       "  'Bells',\n",
       "  'Belville',\n",
       "  'Benares (a)',\n",
       "  'Benguerir',\n",
       "  \"Beni M'hira\",\n",
       "  'Benld',\n",
       "  'Benoni',\n",
       "  'Bensour',\n",
       "  'Benton',\n",
       "  'Berduc',\n",
       "  'Béréba',\n",
       "  'Berlanguillas',\n",
       "  'Berthoud',\n",
       "  'Bethlehem',\n",
       "  'Beuste',\n",
       "  'Beyrout',\n",
       "  'Bhagur',\n",
       "  'Bhawad',\n",
       "  'Bherai',\n",
       "  'Bhola',\n",
       "  'Bholghati',\n",
       "  'Bialystok',\n",
       "  'Bielokrynitschie',\n",
       "  'Bilanga',\n",
       "  'Binningup',\n",
       "  \"Birni N'konni\",\n",
       "  'Bishopville',\n",
       "  'Bishunpur',\n",
       "  'Bjelaja Zerkov',\n",
       "  'Bjurböle',\n",
       "  'Black Moshannan Park',\n",
       "  'Blackwell',\n",
       "  'Blanket',\n",
       "  'Blansko',\n",
       "  'Bloomington',\n",
       "  'Bo Xian',\n",
       "  'Bocas',\n",
       "  'Bogou',\n",
       "  'Boguslavka',\n",
       "  'Borgo San Donino',\n",
       "  'Bori',\n",
       "  'Boriskino',\n",
       "  'Borkut',\n",
       "  'Borodino',\n",
       "  'Botschetschki',\n",
       "  'Boumdeid (2003)',\n",
       "  'Boumdeid (2011)',\n",
       "  'Bovedy',\n",
       "  'Bradford Woods',\n",
       "  'Braunau',\n",
       "  'Breitscheid',\n",
       "  'Bremervörde',\n",
       "  'Brient',\n",
       "  'Bruderheim',\n",
       "  'Bukhara',\n",
       "  'Bulls Run',\n",
       "  'Bunburra Rockhole',\n",
       "  'Bununu',\n",
       "  'Bur-Gheluai',\n",
       "  'Burnwell',\n",
       "  'Bursa',\n",
       "  'Buschhof',\n",
       "  'Bustee',\n",
       "  'Butsura',\n",
       "  'Buzzard Coulee',\n",
       "  'Cabezo de Mayo',\n",
       "  'Cabin Creek',\n",
       "  'Cacak',\n",
       "  'Cali',\n",
       "  'Calivo',\n",
       "  'Campos Sales',\n",
       "  'Çanakkale',\n",
       "  'Cañellas',\n",
       "  'Cangas de Onis',\n",
       "  'Canon City',\n",
       "  'Cape Girardeau',\n",
       "  'Capilla del Monte',\n",
       "  'Carancas',\n",
       "  'Caratash',\n",
       "  'Castalia',\n",
       "  'Castel Berardenga',\n",
       "  'Castine',\n",
       "  'Castrovillari',\n",
       "  'Caswell County',\n",
       "  'Ceniceros',\n",
       "  'Centerville',\n",
       "  'Cereseto',\n",
       "  'Chadong',\n",
       "  'Chail',\n",
       "  'Chainpur',\n",
       "  'Chajari',\n",
       "  'Chandakapur',\n",
       "  'Chandpur',\n",
       "  'Changde',\n",
       "  'Chantonnay',\n",
       "  'Charlotte',\n",
       "  'Charsonville',\n",
       "  'Charwallas',\n",
       "  'Chassigny',\n",
       "  'Château-Renard',\n",
       "  'Chaves',\n",
       "  'Chela',\n",
       "  'Chelyabinsk',\n",
       "  'Chergach ',\n",
       "  'Chernyi Bor',\n",
       "  'Cherokee Springs',\n",
       "  'Chervettaz',\n",
       "  'Chervony Kut',\n",
       "  'Chetrinahatti',\n",
       "  'Chiang Khan',\n",
       "  'Chicora',\n",
       "  'Chisenga',\n",
       "  'Chitado',\n",
       "  'Chitenay',\n",
       "  'Cilimus',\n",
       "  'Claxton',\n",
       "  'Clohars',\n",
       "  'Colby (Wisconsin)',\n",
       "  'Cold Bokkeveld',\n",
       "  'Coleman',\n",
       "  'Collescipoli',\n",
       "  'Conquista',\n",
       "  'Cosina',\n",
       "  'Cranganore',\n",
       "  'Crescent',\n",
       "  'Cronstad',\n",
       "  'Cross Roads',\n",
       "  'Crumlin',\n",
       "  'Cumberland Falls',\n",
       "  'Cynthiana',\n",
       "  'Dahmani',\n",
       "  'Dandapur',\n",
       "  \"Daniel's Kuil\",\n",
       "  'Danville',\n",
       "  'Darmstadt',\n",
       "  'Dashoguz',\n",
       "  'Daule',\n",
       "  'De Cewsville',\n",
       "  'Deal',\n",
       "  'Delhi',\n",
       "  'Demina',\n",
       "  'Denver',\n",
       "  'Dergaon',\n",
       "  'Desuri',\n",
       "  'Devgaon',\n",
       "  'Devri-Khera',\n",
       "  'Dhajala',\n",
       "  'Dharwar',\n",
       "  'Dhurmsala',\n",
       "  'Didim',\n",
       "  'Diep River',\n",
       "  'Distrito Quebracho',\n",
       "  'Djati-Pengilon',\n",
       "  'Djermaia',\n",
       "  'Djoumine',\n",
       "  'Dokachi',\n",
       "  'Dolgovoli',\n",
       "  'Domanitch',\n",
       "  'Dong Ujimqin Qi',\n",
       "  'Donga Kohrod',\n",
       "  'Dongtai',\n",
       "  'Doroninsk',\n",
       "  'Dosso',\n",
       "  'Douar Mghila',\n",
       "  'Dowa',\n",
       "  'Drake Creek',\n",
       "  'Dresden (Ontario)',\n",
       "  'Dubrovnik',\n",
       "  'Dunbogan',\n",
       "  'Dundrum',\n",
       "  'Dunhua',\n",
       "  'Durala',\n",
       "  'Duruma',\n",
       "  'Duwun',\n",
       "  'Dwaleni',\n",
       "  'Dyalpur',\n",
       "  'Dyarrl Island',\n",
       "  'Eagle',\n",
       "  'Ehole',\n",
       "  'Eichstädt',\n",
       "  'Ekeby',\n",
       "  'Ekh Khera',\n",
       "  'El Idrissia',\n",
       "  'El Paso de Aguila',\n",
       "  'El Tigre',\n",
       "  'Elbert',\n",
       "  'Elbogen',\n",
       "  'Elenovka',\n",
       "  'Ellemeet',\n",
       "  'Emmaville',\n",
       "  'Enshi',\n",
       "  'Ensisheim',\n",
       "  'Épinal',\n",
       "  'Erakot',\n",
       "  'Erevan',\n",
       "  'Ergheo',\n",
       "  'Erxleben',\n",
       "  'Esnandes',\n",
       "  'Essebi',\n",
       "  'Estherville',\n",
       "  'Farmington',\n",
       "  'Farmville',\n",
       "  'Favars',\n",
       "  'Fayetteville',\n",
       "  'Feid Chair',\n",
       "  'Felix',\n",
       "  'Fenghsien-Ku',\n",
       "  'Ferguson',\n",
       "  'Fermo',\n",
       "  'Fisher',\n",
       "  'Florence',\n",
       "  'Forest City',\n",
       "  'Forest Vale',\n",
       "  'Forksville',\n",
       "  'Forsbach',\n",
       "  'Forsyth',\n",
       "  'Fort Flatters',\n",
       "  'Frankfort (stone)',\n",
       "  'Fuhe',\n",
       "  'Fukutomi',\n",
       "  'Fünen',\n",
       "  'Futtehpur',\n",
       "  'Fuyang',\n",
       "  'Galapian',\n",
       "  'Galim (a)',\n",
       "  'Galim (b)',\n",
       "  'Galkiv',\n",
       "  'Gambat',\n",
       "  'Gao-Guenie',\n",
       "  'Garhi Yasin',\n",
       "  'Garland',\n",
       "  'Gashua',\n",
       "  'Gasseltepaoua',\n",
       "  'Geidam',\n",
       "  'Gifu',\n",
       "  'Girgenti',\n",
       "  'Git-Git',\n",
       "  'Glanerbrug',\n",
       "  'Glanggang',\n",
       "  'Glasatovo',\n",
       "  'Glatton',\n",
       "  'Gnadenfrei',\n",
       "  'Gopalpur',\n",
       "  'Gorlovka',\n",
       "  'Granes',\n",
       "  'Grefsheim',\n",
       "  'Grimsby',\n",
       "  'Grosnaja',\n",
       "  'Gross-Divina',\n",
       "  'Grossliebenthal',\n",
       "  'Grüneberg',\n",
       "  'Grzempach',\n",
       "  'Gualeguaychú',\n",
       "  'Guangmingshan',\n",
       "  'Guangnan',\n",
       "  'Guangrao',\n",
       "  'Guareña',\n",
       "  'Guêa',\n",
       "  'Guibga',\n",
       "  'Guidder',\n",
       "  'Gujargaon',\n",
       "  'Gujba',\n",
       "  'Gumoschnik',\n",
       "  'Gurram Konda',\n",
       "  'Gursum',\n",
       "  'Gütersloh',\n",
       "  'Gyokukei',\n",
       "  'Hachi-oji',\n",
       "  'Hainaut',\n",
       "  'Hallingeberg',\n",
       "  'Hamlet',\n",
       "  'Haraiya',\n",
       "  'Haripura',\n",
       "  'Harleton',\n",
       "  'Harrison County',\n",
       "  'Hashima',\n",
       "  'Hassi-Jekna',\n",
       "  'Hatford',\n",
       "  'Haverö',\n",
       "  'Hedeskoga',\n",
       "  'Hedjaz',\n",
       "  'Heredia',\n",
       "  'Hessle',\n",
       "  'Higashi-koen',\n",
       "  'High Possil',\n",
       "  'Hiroshima',\n",
       "  'Hoima',\n",
       "  'Hökmark',\n",
       "  'Holbrook',\n",
       "  'Holetta',\n",
       "  'Homestead',\n",
       "  'Honolulu',\n",
       "  'Hotse',\n",
       "  'Hoxie',\n",
       "  'Hraschina',\n",
       "  'Huaxi',\n",
       "  'Hungen',\n",
       "  'Hvittis',\n",
       "  'Ibbenbüren',\n",
       "  'Ibitira',\n",
       "  'Ibrisim',\n",
       "  'Ichkala',\n",
       "  'Idutywa',\n",
       "  'Iguaracu',\n",
       "  'Ijopega',\n",
       "  'Indarch',\n",
       "  'Independence',\n",
       "  'Inner Mongolia',\n",
       "  'Innisfree',\n",
       "  'Ipiranga',\n",
       "  'Ishinga',\n",
       "  'Isthilart',\n",
       "  'Itapicuru-Mirim',\n",
       "  'Itqiy',\n",
       "  'Ivuna',\n",
       "  'Jackalsfontein',\n",
       "  'Jajh deh Kot Lalu',\n",
       "  'Jalanash',\n",
       "  'Jalandhar',\n",
       "  'Jamkheir',\n",
       "  'Jartai',\n",
       "  'Jelica',\n",
       "  'Jemlapur',\n",
       "  'Jesenice',\n",
       "  'Jhung',\n",
       "  'Jiange',\n",
       "  'Jianshi',\n",
       "  'Jilin',\n",
       "  'Jodiya',\n",
       "  'Jodzie',\n",
       "  'Johnstown',\n",
       "  'Jolomba',\n",
       "  'Jonzac',\n",
       "  'Juancheng',\n",
       "  'Judesegeri',\n",
       "  'Jumapalo',\n",
       "  'Junan',\n",
       "  'Juromenha',\n",
       "  'Juvinas',\n",
       "  'Kaba',\n",
       "  'Kabo',\n",
       "  'Kadonah',\n",
       "  'Kaee',\n",
       "  'Kagarlyk',\n",
       "  'Kaidun',\n",
       "  'Kainsaz',\n",
       "  'Kakangari',\n",
       "  'Kakowa',\n",
       "  'Kalaba',\n",
       "  'Kalumbi',\n",
       "  'Kamalpur',\n",
       "  'Kamiomi',\n",
       "  'Kamsagar',\n",
       "  'Kandahar (Afghanistan)',\n",
       "  'Kangean',\n",
       "  'Kangra Valley',\n",
       "  'Kapoeta',\n",
       "  'Kaprada',\n",
       "  'Kaptal-Aryk',\n",
       "  'Karakol',\n",
       "  'Karatu',\n",
       "  'Karewar',\n",
       "  'Karkh',\n",
       "  'Karloowala',\n",
       "  'Karoonda',\n",
       "  'Kasamatsu',\n",
       "  'Kasauli',\n",
       "  'Katagum',\n",
       "  'Kavarpura',\n",
       "  'Kayakent',\n",
       "  'Kediri',\n",
       "  'Kemer',\n",
       "  'Kendleton',\n",
       "  'Kendrapara',\n",
       "  'Kerilis',\n",
       "  'Kernouve',\n",
       "  'Kesen',\n",
       "  'Khairpur',\n",
       "  'Khanpur',\n",
       "  'Kharkov',\n",
       "  'Kheragur',\n",
       "  'Khetri',\n",
       "  'Khmelevka',\n",
       "  'Khohar',\n",
       "  'Khor Temiki',\n",
       "  'Kidairat',\n",
       "  'Kiel',\n",
       "  'Kiffa',\n",
       "  'Kijima (1906)',\n",
       "  'Kikino',\n",
       "  'Kilabo',\n",
       "  'Kilbourn',\n",
       "  'Killeter',\n",
       "  'Kingai',\n",
       "  'Kirbyville',\n",
       "  'Kisvarsány',\n",
       "  'Kitchener',\n",
       "  'Klein-Wenden',\n",
       "  'Knyahinya',\n",
       "  'Kobe',\n",
       "  'Kokubunji',\n",
       "  'Komagome',\n",
       "  'Konovo',\n",
       "  'Košice',\n",
       "  'Krähenberg',\n",
       "  'Krasnoi-Ugol',\n",
       "  'Krasnyi Klyuch',\n",
       "  'Krutikha',\n",
       "  'Krymka',\n",
       "  'Kukschin',\n",
       "  'Kulak',\n",
       "  'Kuleschovka',\n",
       "  'Kulp',\n",
       "  'Kunashak',\n",
       "  'Kunya-Urgench',\n",
       "  'Kushiike',\n",
       "  'Kusiali',\n",
       "  'Kutais',\n",
       "  'Kuttippuram',\n",
       "  'Kuznetzovo',\n",
       "  'Kyushu',\n",
       "  'La Bécasse',\n",
       "  'La Charca',\n",
       "  'La Colina',\n",
       "  'La Criolla',\n",
       "  'Laborel',\n",
       "  'Lahrauli',\n",
       "  \"L'Aigle\",\n",
       "  'Lakangaon',\n",
       "  'Lalitpur',\n",
       "  'Lancé',\n",
       "  'Lancon',\n",
       "  'Långhalsen',\n",
       "  'Lanxi',\n",
       "  'Lanzenkirchen',\n",
       "  'Laochenzhen',\n",
       "  'Launton',\n",
       "  'Lavrentievka',\n",
       "  'Le Pressoir',\n",
       "  'Le Teilleul',\n",
       "  'Leedey',\n",
       "  'Leeuwfontein',\n",
       "  'Leighlinbridge',\n",
       "  'Leighton',\n",
       "  'Leonovka',\n",
       "  'Les Ormes',\n",
       "  'Lesves',\n",
       "  'Lichtenberg',\n",
       "  'Lillaverke',\n",
       "  'Limerick',\n",
       "  'Linum',\n",
       "  'Lishui',\n",
       "  'Lissa',\n",
       "  'Little Piney',\n",
       "  'Lixna',\n",
       "  'Lodran',\n",
       "  'Lohawat',\n",
       "  'Lorton',\n",
       "  'Los Martinez',\n",
       "  'Lost City',\n",
       "  'Louisville',\n",
       "  'Łowicz',\n",
       "  'Lua',\n",
       "  'Lucé',\n",
       "  'Lumpkin',\n",
       "  'Lunan',\n",
       "  'Lundsgård',\n",
       "  'Luotolax',\n",
       "  'Luponnas',\n",
       "  'Lusaka',\n",
       "  'Mabwe-Khoywa',\n",
       "  'Macau',\n",
       "  'Machinga',\n",
       "  'Macibini',\n",
       "  'Madhipura',\n",
       "  'Madiun',\n",
       "  'Madrid',\n",
       "  'Mafra',\n",
       "  'Magnesia',\n",
       "  'Magombedze',\n",
       "  'Mahadevpur',\n",
       "  'Maigatari-Danduma',\n",
       "  'Malaga',\n",
       "  'Malakal',\n",
       "  'Malampaka',\n",
       "  'Malotas',\n",
       "  'Malvern',\n",
       "  'Mamra Springs',\n",
       "  'Manbhoom',\n",
       "  'Manegaon',\n",
       "  'Mangwendi',\n",
       "  'Manych',\n",
       "  'Mardan',\n",
       "  'Maria Linden',\n",
       "  'Mariaville',\n",
       "  'Maribo',\n",
       "  'Maridi',\n",
       "  'Marilia',\n",
       "  'Marion (Iowa)',\n",
       "  'Marjalahti',\n",
       "  'Marmande',\n",
       "  'Maromandia',\n",
       "  'Maryville',\n",
       "  'Mascombes',\n",
       "  'Mason Gully',\n",
       "  'Mässing',\n",
       "  'Mauerkirchen',\n",
       "  'Mauritius',\n",
       "  'Mayo Belwa',\n",
       "  'Mazapil',\n",
       "  'Maziba',\n",
       "  'Mbale',\n",
       "  'Medanitos',\n",
       "  'Meerut',\n",
       "  'Meester-Cornelis',\n",
       "  'Menow',\n",
       "  'Menziswyl',\n",
       "  'Mern',\n",
       "  'Meru',\n",
       "  'Merua',\n",
       "  'Messina',\n",
       "  'Meuselbach',\n",
       "  'Mezel',\n",
       "  'Mezö-Madaras',\n",
       "  'Mhow',\n",
       "  'Mianchi',\n",
       "  'Middlesbrough',\n",
       "  'Mifflin',\n",
       "  'Mighei',\n",
       "  'Mihonoseki',\n",
       "  'Mike',\n",
       "  'Milena',\n",
       "  'Millbillillie',\n",
       "  'Miller (Arkansas)',\n",
       "  'Minamino',\n",
       "  'Mineo',\n",
       "  'Min-Fan-Zhun',\n",
       "  'Minnichhof',\n",
       "  'Mirzapur',\n",
       "  'Misshof',\n",
       "  'Mjelleim',\n",
       "  'Mocs',\n",
       "  'Modoc (1905)',\n",
       "  'Mokoia',\n",
       "  'Molina',\n",
       "  'Molteno',\n",
       "  'Monahans (1998)',\n",
       "  'Monroe',\n",
       "  'Monte das Fortes',\n",
       "  'Monte Milone',\n",
       "  'Montferré',\n",
       "  'Montlivault',\n",
       "  'Monze',\n",
       "  'Moore County',\n",
       "  'Mooresfort',\n",
       "  'Moorleah',\n",
       "  'Moradabad',\n",
       "  'Morávka',\n",
       "  'Mornans',\n",
       "  'Moss',\n",
       "  'Moti-ka-nagla',\n",
       "  'Motta di Conti',\n",
       "  'Mount Browne',\n",
       "  'Mount Tazerzait',\n",
       "  'Mount Vaisi',\n",
       "  'Mtola',\n",
       "  'Muddoor',\n",
       "  'Mulletiwu',\n",
       "  'Muraid',\n",
       "  'Murchison',\n",
       "  'Murray',\n",
       "  'Muzaffarpur',\n",
       "  'Myhee Caunta',\n",
       "  'Nadiabondi',\n",
       "  'Nagai',\n",
       "  'Nagaria',\n",
       "  'Nagy-Borové',\n",
       "  'Nakhla',\n",
       "  'Nakhon Pathom',\n",
       "  'Nammianthal',\n",
       "  'Nan Yang Pao',\n",
       "  'Nanjemoy',\n",
       "  'Nantong',\n",
       "  'Naoki',\n",
       "  'Naragh',\n",
       "  'Narellan',\n",
       "  'Narni',\n",
       "  'Nassirah',\n",
       "  'Natal',\n",
       "  'Nawapali',\n",
       "  'Neagari',\n",
       "  'Nedagolla',\n",
       "  'Nejo',\n",
       "  'Nerft',\n",
       "  'Neuschwanstein',\n",
       "  'New Concord',\n",
       "  'New Halfa',\n",
       "  'New Orleans',\n",
       "  'Ngawi',\n",
       "  \"N'Goureyma\",\n",
       "  'Nicorps',\n",
       "  'Niger (L6)',\n",
       "  'Niger (LL6)',\n",
       "  'Nikolaevka',\n",
       "  'Nikolskoe',\n",
       "  'Ningbo',\n",
       "  'Ningqiang',\n",
       "  'Nio',\n",
       "  \"N'Kandhla\",\n",
       "  'Nobleborough',\n",
       "  'Noblesville',\n",
       "  'Nogata',\n",
       "  'Nogoya',\n",
       "  'Norfork',\n",
       "  'Norton County',\n",
       "  'Noventa Vicentina',\n",
       "  'Novo-Urei',\n",
       "  'Novy-Ergi',\n",
       "  'Novy-Projekt',\n",
       "  'Noyan-Bogdo',\n",
       "  'Nuevo Mercurio',\n",
       "  'Nulles',\n",
       "  'Numakai',\n",
       "  'Nyaung',\n",
       "  'Nyirábrany',\n",
       "  'Ochansk',\n",
       "  'Oesede',\n",
       "  'Oesel',\n",
       "  'Ofehértó',\n",
       "  'Ogi',\n",
       "  'Ohaba',\n",
       "  'Ohuma',\n",
       "  'Ojuelos Altos',\n",
       "  'Okabe',\n",
       "  'Okano',\n",
       "  'Okniny',\n",
       "  'Oldenburg (1930)',\n",
       "  'Oliva-Gandia',\n",
       "  'Olivenza',\n",
       "  'Olmedilla de Alarcón',\n",
       "  'Omolon',\n",
       "  'Orgueil',\n",
       "  'Orlando',\n",
       "  'Ornans',\n",
       "  'Ortenau',\n",
       "  'Orvinio',\n",
       "  'Oterøy',\n",
       "  'Otomi',\n",
       "  'Ottawa',\n",
       "  'Ouadangou',\n",
       "  'Oued el Hadjar',\n",
       "  'Oum Dreyga',\n",
       "  'Ourique',\n",
       "  'Ovambo',\n",
       "  'Oviedo',\n",
       "  'Owrucz',\n",
       "  'Pacula',\n",
       "  'Padvarninkai',\n",
       "  'Paitan',\n",
       "  'Palahatchie',\n",
       "  'Palca de Aparzo',\n",
       "  'Palinshih',\n",
       "  'Palmyra',\n",
       "  'Palolo Valley',\n",
       "  'Pampanga',\n",
       "  'Pantar',\n",
       "  'Paragould',\n",
       "  'Parambu',\n",
       "  'Paranaiba',\n",
       "  'Park Forest',\n",
       "  'Parnallee',\n",
       "  'Parsa',\n",
       "  'Pasamonte',\n",
       "  'Patora',\n",
       "  'Patrimonio',\n",
       "  'Patti',\n",
       "  'Patwar',\n",
       "  'Pavel',\n",
       "  'Pavlodar (stone)',\n",
       "  'Pavlograd',\n",
       "  'Pavlovka',\n",
       "  'Pê',\n",
       "  'Peace River',\n",
       "  'Peckelsheim',\n",
       "  'Peekskill',\n",
       "  'Peña Blanca Spring',\n",
       "  'Peramiho',\n",
       "  'Perpeti',\n",
       "  'Perth',\n",
       "  'Pervomaisky',\n",
       "  'Pesyanoe',\n",
       "  'Pétèlkolé',\n",
       "  'Petersburg',\n",
       "  'Pettiswood',\n",
       "  'Phillips County (stone)',\n",
       "  'Phu Hong',\n",
       "  'Phum Sambo',\n",
       "  'Phuoc-Binh',\n",
       "  'Piancaldoli',\n",
       "  'Picote',\n",
       "  'Pillistfer',\n",
       "  'Piplia Kalan',\n",
       "  'Piquetberg',\n",
       "  'Pirgunje',\n",
       "  'Pirthalla',\n",
       "  'Pitts',\n",
       "  'Plantersville',\n",
       "  'Pleşcoi',\n",
       "  'Ploschkovitz',\n",
       "  'Pnompehn',\n",
       "  'Pohlitz',\n",
       "  'Pokhra',\n",
       "  'Pollen',\n",
       "  'Pontlyfni',\n",
       "  'Portales Valley',\n",
       "  'Portugal',\n",
       "  'Po-wang Chen',\n",
       "  'Prambachkirchen',\n",
       "  'Pribram',\n",
       "  'Pricetown',\n",
       "  'Puerto Lápice',\n",
       "  'Pulsora',\n",
       "  'Pultusk',\n",
       "  'Punganaru',\n",
       "  'Putinga',\n",
       "  'Qidong',\n",
       "  'Qingzhen',\n",
       "  \"Queen's Mercy\",\n",
       "  'Quenggouk',\n",
       "  'Quesa',\n",
       "  'Quija',\n",
       "  'Quincay',\n",
       "  'Raco',\n",
       "  'Raghunathpura',\n",
       "  'Rahimyar Khan',\n",
       "  'Rakovka',\n",
       "  'Ramnagar',\n",
       "  'Rampurhat',\n",
       "  'Ramsdorf',\n",
       "  'Ranchapur',\n",
       "  'Rancho de la Presa',\n",
       "  'Rangala',\n",
       "  'Raoyang',\n",
       "  'Ras Tanura',\n",
       "  'Rasgrad',\n",
       "  'Ratyn',\n",
       "  'Red Canyon Lake',\n",
       "  'Reliegos',\n",
       "  'Rembang',\n",
       "  'Renazzo',\n",
       "  'Renca',\n",
       "  'Renqiu',\n",
       "  'Repeev Khutor',\n",
       "  'Revelstoke',\n",
       "  'Rewari',\n",
       "  'Rich Mountain',\n",
       "  'Richardton',\n",
       "  'Richland Springs',\n",
       "  'Richmond',\n",
       "  'Rio Negro',\n",
       "  'Rivolta de Bassi',\n",
       "  'Rochester',\n",
       "  'Rockhampton',\n",
       "  'Roda',\n",
       "  'Rodach',\n",
       "  'Rose City',\n",
       "  'Rowton',\n",
       "  'Ruhobobo',\n",
       "  'Rumuruti',\n",
       "  'Rupota',\n",
       "  'Ryechki',\n",
       "  'Sabetmahet',\n",
       "  'Sabrum',\n",
       "  'Sagan',\n",
       "  'Saint-Sauveur',\n",
       "  'Saint-Séverin',\n",
       "  'Sakauchi',\n",
       "  'Salem',\n",
       "  'Salles',\n",
       "  'Salzwedel',\n",
       "  'Samelia',\n",
       "  'San Juan Capistrano',\n",
       "  'San Michele',\n",
       "  'San Pedro de Quiles',\n",
       "  'San Pedro Jacuaro',\n",
       "  'Santa Barbara',\n",
       "  'Santa Cruz',\n",
       "  'Santa Isabel',\n",
       "  'Santa Lucia (2008)',\n",
       "  'São Jose do Rio Preto',\n",
       "  'Saratov',\n",
       "  'Sasagase',\n",
       "  'Sauguis',\n",
       "  'Savtschenskoje',\n",
       "  'Sayama',\n",
       "  'Sazovice',\n",
       "  'Schellin',\n",
       "  'Schenectady',\n",
       "  'Schönenberg',\n",
       "  'Searsmont',\n",
       "  'Sediköy',\n",
       "  'Segowlie',\n",
       "  'Selakopi',\n",
       "  'Seldebourak',\n",
       "  'Semarkona',\n",
       "  'Sena',\n",
       "  'Senboku',\n",
       "  'Seoni',\n",
       "  'Seres',\n",
       "  'Serra de Magé',\n",
       "  'Sete Lagoas',\n",
       "  'Sevilla',\n",
       "  'Sevrukovo',\n",
       "  'Sfax',\n",
       "  'Shalka',\n",
       "  'Sharps',\n",
       "  'Shelburne',\n",
       "  'Shergotty',\n",
       "  'Sheyang',\n",
       "  'Shikarpur',\n",
       "  'Shuangyang',\n",
       "  'Shupiyan',\n",
       "  'Shytal',\n",
       "  'Siena',\n",
       "  'Sikhote-Alin',\n",
       "  'Silao',\n",
       "  'Silistra',\n",
       "  'Simmern',\n",
       "  'Sinai',\n",
       "  'Sindhri',\n",
       "  'Sinnai',\n",
       "  'Sioux County',\n",
       "  'Sitathali',\n",
       "  'Sivas',\n",
       "  'Sixiangkou',\n",
       "  'Ski',\n",
       "  'Slavetic',\n",
       "  'Slobodka',\n",
       "  'Soheria',\n",
       "  'Soko-Banja',\n",
       "  'Sologne',\n",
       "  'Sołtmany',\n",
       "  'Sone',\n",
       "  'Songyuan',\n",
       "  'Sopot',\n",
       "  'Soroti',\n",
       "  'St. Caprais-de-Quinsac',\n",
       "  'St. Christophe-la-Chartreuse',\n",
       "  'St. Denis Westrem',\n",
       "  'St. Germain-du-Pinel',\n",
       "  'St. Louis',\n",
       "  \"St. Mark's\",\n",
       "  \"St. Mary's County\",\n",
       "  'St. Mesmin',\n",
       "  'St. Michel',\n",
       "  'St.-Chinian',\n",
       "  'Ställdalen',\n",
       "  'Stannern',\n",
       "  'Stavropol',\n",
       "  'Ste. Marguerite',\n",
       "  'Sterlitamak',\n",
       "  'Stolzenau',\n",
       "  'Stratford',\n",
       "  'Strathmore',\n",
       "  'Stretchleigh',\n",
       "  'St-Robert',\n",
       "  'Success',\n",
       "  'Suchy Dul',\n",
       "  'Suizhou',\n",
       "  'Sulagiri',\n",
       "  'Sultanpur',\n",
       "  'Sungach',\n",
       "  'Supuhee',\n",
       "  \"Sutter's Mill\",\n",
       "  'Sylacauga',\n",
       "  'Tabor',\n",
       "  'Tadjera',\n",
       "  'Tagish Lake',\n",
       "  'Tahara',\n",
       "  'Takenouchi',\n",
       "  'Talampaya',\n",
       "  'Tambakwatu',\n",
       "  'Tamdakht',\n",
       "  'Tané',\n",
       "  'Taonan',\n",
       "  'Tatahouine',\n",
       "  'Tathlith',\n",
       "  'Tauk',\n",
       "  'Tauti',\n",
       "  'Tenham',\n",
       "  'Tennasilm',\n",
       "  'Thal',\n",
       "  'Thika',\n",
       "  'Thuathe',\n",
       "  'Tianzhang',\n",
       "  'Tieschitz',\n",
       "  'Tilden',\n",
       "  'Tillaberi',\n",
       "  'Timochin',\n",
       "  'Tirupati',\n",
       "  'Tissint',\n",
       "  'Tjabe',\n",
       "  'Tjerebon',\n",
       "  'Tomakovka',\n",
       "  'Tomatlan',\n",
       "  'Tomita',\n",
       "  'Tomiya',\n",
       "  'Tonk',\n",
       "  ...],\n",
       " 'id': [1,\n",
       "  2,\n",
       "  6,\n",
       "  10,\n",
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       "  10851,\n",
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       "  10926,\n",
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       "  'Iron, IIE',\n",
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       "  'L6',\n",
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       "  'L6',\n",
       "  'L6',\n",
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       "  'L6',\n",
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       "  'L6',\n",
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       "  'L6',\n",
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       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
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       "  'L6',\n",
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       "  'L3.6',\n",
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       "  'L6',\n",
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       "  'L6',\n",
       "  'Iron',\n",
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       "  'H5',\n",
       "  'LL5',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'OC',\n",
       "  'LL3.2',\n",
       "  'L6',\n",
       "  'L5',\n",
       "  'L6',\n",
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       "  'L6',\n",
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       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
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       "  'L6',\n",
       "  'H5',\n",
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       "  'Eucrite-mmict',\n",
       "  'L6',\n",
       "  'CO3.5',\n",
       "  'H6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L4',\n",
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       "  'L6',\n",
       "  'L6',\n",
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       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H6',\n",
       "  'H5',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'L5',\n",
       "  'L6',\n",
       "  'L5',\n",
       "  'H4',\n",
       "  'Lodranite',\n",
       "  'Howardite',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'Mesosiderite-A3',\n",
       "  'L5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H6',\n",
       "  'L6',\n",
       "  'Howardite',\n",
       "  'H3-5',\n",
       "  'Unknown',\n",
       "  'L5',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'Eucrite-pmict',\n",
       "  'L',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L3-4',\n",
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       "  'H5/6',\n",
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       "  'H',\n",
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       "  'LL6',\n",
       "  'Diogenite',\n",
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       "  'Iron',\n",
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       "  'L6',\n",
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       "  'L6',\n",
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       "  'L6',\n",
       "  'H5',\n",
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       "  'L6',\n",
       "  'Aubrite',\n",
       "  'Iron, IAB-sLL',\n",
       "  'L6',\n",
       "  'L5/6',\n",
       "  'Eucrite-cm',\n",
       "  'H5',\n",
       "  'H5',\n",
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       "  'L6',\n",
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       "  'L5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L3.7',\n",
       "  'L6',\n",
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       "  'L6',\n",
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       "  'CM2',\n",
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       "  'L6',\n",
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       "  'H5',\n",
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       "  'Pallasite',\n",
       "  'LL6',\n",
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       "  'L5',\n",
       "  'H5',\n",
       "  'H',\n",
       "  'L5-6',\n",
       "  'L6',\n",
       "  'CV3',\n",
       "  'H5',\n",
       "  'Howardite',\n",
       "  'H5',\n",
       "  'H4',\n",
       "  'L5',\n",
       "  'L5',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'Eucrite-cm',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'H5',\n",
       "  'CO3.6',\n",
       "  'H6',\n",
       "  'H4',\n",
       "  'H6',\n",
       "  'L5',\n",
       "  'Stone-uncl',\n",
       "  'Stone-uncl',\n",
       "  'L5',\n",
       "  'L',\n",
       "  'L6',\n",
       "  'CM2',\n",
       "  'CM2',\n",
       "  'Iron, IAB-sHL',\n",
       "  'OC',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'Eucrite-cm',\n",
       "  'L5',\n",
       "  'Martian (nakhlite)',\n",
       "  'L6',\n",
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       "  'L6',\n",
       "  'H6',\n",
       "  'H6',\n",
       "  'H6',\n",
       "  'H6',\n",
       "  'L6',\n",
       "  'Stone-uncl',\n",
       "  'H4',\n",
       "  'Stone-uncl',\n",
       "  'CM2',\n",
       "  'L6',\n",
       "  'Iron, ungrouped',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'EL6',\n",
       "  'L6',\n",
       "  'L4',\n",
       "  'H5',\n",
       "  'LL3.6',\n",
       "  'Iron, ungrouped',\n",
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       "  'L6',\n",
       "  'LL6',\n",
       "  'H4',\n",
       "  'L4',\n",
       "  'Iron, IVA',\n",
       "  'C3-ung',\n",
       "  'H3-4',\n",
       "  'Iron, IID',\n",
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       "  'L6',\n",
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       "  'Iron, IIIAB',\n",
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       "  'LL5',\n",
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       "  'H5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H6',\n",
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       "  'L5',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'Iron, IIAB',\n",
       "  'LL6',\n",
       "  'L6',\n",
       "  'Stone-uncl',\n",
       "  'LL5',\n",
       "  'H5',\n",
       "  'Pallasite, PMG',\n",
       "  'CI1',\n",
       "  'Eucrite',\n",
       "  'CO3.4',\n",
       "  'Stone-uncl',\n",
       "  'H6',\n",
       "  'L6',\n",
       "  'H',\n",
       "  'LL6',\n",
       "  'L5',\n",
       "  'LL6',\n",
       "  'H3-5',\n",
       "  'H4',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'OC',\n",
       "  'L6',\n",
       "  'Eucrite-mmict',\n",
       "  'H6',\n",
       "  'OC',\n",
       "  'L5',\n",
       "  'Iron',\n",
       "  'L3',\n",
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       "  'L5',\n",
       "  'H5',\n",
       "  'LL5',\n",
       "  'LL5',\n",
       "  'L6',\n",
       "  'L5',\n",
       "  'LL3.6',\n",
       "  'EH3',\n",
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       "  'H6',\n",
       "  'L6',\n",
       "  'Iron',\n",
       "  'Mesosiderite-A1',\n",
       "  'H5',\n",
       "  'H5',\n",
       "  'L6',\n",
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       "  'L6',\n",
       "  'L6',\n",
       "  'Diogenite-pm',\n",
       "  'H6',\n",
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       "  'Eucrite-mmict',\n",
       "  'L6',\n",
       "  'LL5',\n",
       "  'L6',\n",
       "  'Aubrite',\n",
       "  'H5',\n",
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       "  'Stone-uncl',\n",
       "  'L6',\n",
       "  'H4',\n",
       "  'H4',\n",
       "  'L5',\n",
       "  'LL3.4',\n",
       "  'Stone-uncl',\n",
       "  'EL6',\n",
       "  'Eucrite-mmict',\n",
       "  'H',\n",
       "  'L6',\n",
       "  'H6',\n",
       "  'Iron, IAB-ung',\n",
       "  'H6',\n",
       "  'L5-6',\n",
       "  'L5',\n",
       "  'L6',\n",
       "  'L5',\n",
       "  'H5',\n",
       "  'CM2',\n",
       "  'Winonaite',\n",
       "  'H6',\n",
       "  'Stone-uncl',\n",
       "  'LL',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'Eucrite-br',\n",
       "  'H5',\n",
       "  'H5',\n",
       "  'Stone-uncl',\n",
       "  'L6',\n",
       "  'L/LL5',\n",
       "  'EH3',\n",
       "  'H6',\n",
       "  'H4',\n",
       "  'Iron, IAB-ung',\n",
       "  'H',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'Iron, IIAB',\n",
       "  'L5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'LL',\n",
       "  'L6',\n",
       "  'H4',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H6',\n",
       "  'Stone-uncl',\n",
       "  'Stone-uncl',\n",
       "  'H5',\n",
       "  'L5',\n",
       "  'Iron, IVA',\n",
       "  'CR2',\n",
       "  'L5',\n",
       "  'L6',\n",
       "  'Iron, IIF',\n",
       "  'CI1',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'OC',\n",
       "  'LL5',\n",
       "  'L4',\n",
       "  'Stone-uncl',\n",
       "  'H6',\n",
       "  'Stone-uncl',\n",
       "  'Diogenite',\n",
       "  'Stone-uncl',\n",
       "  'H5',\n",
       "  'Iron, IIIAB',\n",
       "  'L6',\n",
       "  'R3.8-6',\n",
       "  'L4-6',\n",
       "  'L5',\n",
       "  'H5',\n",
       "  'LL6',\n",
       "  'Stone-uncl',\n",
       "  'EH5',\n",
       "  'LL6',\n",
       "  'Iron',\n",
       "  'L6',\n",
       "  'L5',\n",
       "  'LL5',\n",
       "  'Iron, IIIAB',\n",
       "  'H6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'LL6',\n",
       "  'L4',\n",
       "  'CM2',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H4',\n",
       "  'L4',\n",
       "  'H',\n",
       "  'L6',\n",
       "  'LL4',\n",
       "  'CM2',\n",
       "  'L5',\n",
       "  'L',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'LL6',\n",
       "  'H5',\n",
       "  'H5',\n",
       "  'LL3.00',\n",
       "  'H4',\n",
       "  'H6',\n",
       "  'H6',\n",
       "  'H4',\n",
       "  'Eucrite-cm',\n",
       "  'H4',\n",
       "  'LL4',\n",
       "  'L5',\n",
       "  'L6',\n",
       "  'Diogenite',\n",
       "  'H3.4',\n",
       "  'L5',\n",
       "  'Martian (shergottite)',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'H6',\n",
       "  'L6',\n",
       "  'LL5',\n",
       "  'Iron, IIAB',\n",
       "  'H5',\n",
       "  'Achondrite-ung',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'H6',\n",
       "  'Eucrite-mmict',\n",
       "  'H5',\n",
       "  'H6',\n",
       "  'L5',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'L4',\n",
       "  'OC',\n",
       "  'LL4',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'OC',\n",
       "  'Iron, ungrouped',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H6',\n",
       "  'H4',\n",
       "  'EH5',\n",
       "  'LL3.3',\n",
       "  'LL6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'Eucrite-mmict',\n",
       "  'L6',\n",
       "  'H4',\n",
       "  'Iron, IIIAB',\n",
       "  'Stone-uncl',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'Stone-uncl',\n",
       "  'H5',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'LL6',\n",
       "  'L/LL6',\n",
       "  'H5',\n",
       "  'H6',\n",
       "  'C',\n",
       "  'H4',\n",
       "  'H5',\n",
       "  'L5',\n",
       "  'C2-ung',\n",
       "  'H4/5',\n",
       "  'H5',\n",
       "  'Eucrite-cm',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'L5',\n",
       "  'L5',\n",
       "  'Diogenite',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'L4',\n",
       "  'H6',\n",
       "  'L6',\n",
       "  'H4/5',\n",
       "  'H5',\n",
       "  'H/L3.6',\n",
       "  'L6',\n",
       "  'L6',\n",
       "  'H5',\n",
       "  'H6',\n",
       "  'Martian (shergottite)',\n",
       "  'H6',\n",
       "  'L5',\n",
       "  'LL6',\n",
       "  'H6',\n",
       "  'L',\n",
       "  'H4/5',\n",
       "  'CI1',\n",
       "  ...],\n",
       " 'mass (g)': [21.0,\n",
       "  720.0,\n",
       "  107000.0,\n",
       "  1914.0,\n",
       "  780.0,\n",
       "  4239.0,\n",
       "  910.0,\n",
       "  30000.0,\n",
       "  1620.0,\n",
       "  1440.0,\n",
       "  1000.0,\n",
       "  24000.0,\n",
       "  nan,\n",
       "  779.0,\n",
       "  1800.0,\n",
       "  3000.0,\n",
       "  50000.0,\n",
       "  160.0,\n",
       "  700.0,\n",
       "  6000.0,\n",
       "  2000.0,\n",
       "  625.0,\n",
       "  252.0,\n",
       "  700.0,\n",
       "  3200.0,\n",
       "  908.0,\n",
       "  9251.0,\n",
       "  228000.0,\n",
       "  32000.0,\n",
       "  2000000.0,\n",
       "  3950.0,\n",
       "  6000.0,\n",
       "  6400.0,\n",
       "  2700.0,\n",
       "  3200.0,\n",
       "  600.0,\n",
       "  17900.0,\n",
       "  256.8,\n",
       "  nan,\n",
       "  1500.0,\n",
       "  6500.0,\n",
       "  2500.0,\n",
       "  320.0,\n",
       "  15000.0,\n",
       "  3200.0,\n",
       "  810.0,\n",
       "  5070.0,\n",
       "  7450.0,\n",
       "  41.0,\n",
       "  9500.0,\n",
       "  1300.0,\n",
       "  2000.0,\n",
       "  1280.0,\n",
       "  94.2,\n",
       "  265.0,\n",
       "  1384.2,\n",
       "  800.0,\n",
       "  50000.0,\n",
       "  2000.0,\n",
       "  50000.0,\n",
       "  9330.0,\n",
       "  1230.0,\n",
       "  146.0,\n",
       "  134.0,\n",
       "  2830.0,\n",
       "  18000.0,\n",
       "  10322.0,\n",
       "  3700.0,\n",
       "  345.0,\n",
       "  1000.0,\n",
       "  16700.0,\n",
       "  11500.0,\n",
       "  15000.0,\n",
       "  14.0,\n",
       "  629.0,\n",
       "  6400.0,\n",
       "  nan,\n",
       "  3200.0,\n",
       "  23.2,\n",
       "  17.0,\n",
       "  4500.0,\n",
       "  44000.0,\n",
       "  29560.0,\n",
       "  15500.0,\n",
       "  21000.0,\n",
       "  86000.0,\n",
       "  2900.0,\n",
       "  1557.0,\n",
       "  611.0,\n",
       "  16000.0,\n",
       "  14000.0,\n",
       "  794.0,\n",
       "  375.0,\n",
       "  nan,\n",
       "  3700.0,\n",
       "  25000.0,\n",
       "  19000.0,\n",
       "  1770.5,\n",
       "  3880.0,\n",
       "  45000.0,\n",
       "  2840.0,\n",
       "  270.0,\n",
       "  18000.0,\n",
       "  1440.0,\n",
       "  960.0,\n",
       "  13.9,\n",
       "  2000.0,\n",
       "  1100.0,\n",
       "  18.0,\n",
       "  678.0,\n",
       "  100.0,\n",
       "  1047.0,\n",
       "  2500.0,\n",
       "  4000.0,\n",
       "  1900.0,\n",
       "  25000.0,\n",
       "  488.1,\n",
       "  560.0,\n",
       "  6000.0,\n",
       "  1039.0,\n",
       "  1850.0,\n",
       "  330000.0,\n",
       "  705.0,\n",
       "  2381.0,\n",
       "  5100.0,\n",
       "  470.0,\n",
       "  67.8,\n",
       "  7500.0,\n",
       "  56.0,\n",
       "  8800.0,\n",
       "  256000.0,\n",
       "  1676.0,\n",
       "  8600.0,\n",
       "  1342.0,\n",
       "  7000.0,\n",
       "  500.0,\n",
       "  614.0,\n",
       "  190.0,\n",
       "  3599.0,\n",
       "  5460.0,\n",
       "  762.0,\n",
       "  39000.0,\n",
       "  1500.0,\n",
       "  7250.0,\n",
       "  219.0,\n",
       "  303000.0,\n",
       "  5300.0,\n",
       "  2250.0,\n",
       "  324.0,\n",
       "  357.0,\n",
       "  120000.0,\n",
       "  1504.0,\n",
       "  25000.0,\n",
       "  5000.0,\n",
       "  1500.0,\n",
       "  29000.0,\n",
       "  41000.0,\n",
       "  25000.0,\n",
       "  48500.0,\n",
       "  212.0,\n",
       "  478.0,\n",
       "  2400.0,\n",
       "  23680.0,\n",
       "  4000.0,\n",
       "  945.0,\n",
       "  34000.0,\n",
       "  1400.0,\n",
       "  2300.0,\n",
       "  750.0,\n",
       "  342.0,\n",
       "  8.0,\n",
       "  7300.0,\n",
       "  nan,\n",
       "  94.0,\n",
       "  15000.0,\n",
       "  1360.0,\n",
       "  1025.0,\n",
       "  45.6,\n",
       "  6460.0,\n",
       "  3700.0,\n",
       "  0.5,\n",
       "  8200.0,\n",
       "  18300.0,\n",
       "  8800.0,\n",
       "  1100.0,\n",
       "  1810.0,\n",
       "  31500.0,\n",
       "  4300.0,\n",
       "  27000.0,\n",
       "  12000.0,\n",
       "  4000.0,\n",
       "  30000.0,\n",
       "  2945.0,\n",
       "  2936.0,\n",
       "  100000.0,\n",
       "  100000.0,\n",
       "  6000.0,\n",
       "  8400.0,\n",
       "  705.0,\n",
       "  1700.0,\n",
       "  72.0,\n",
       "  367.0,\n",
       "  303.0,\n",
       "  3920.0,\n",
       "  nan,\n",
       "  4000.0,\n",
       "  1600.0,\n",
       "  1455.0,\n",
       "  48.6,\n",
       "  104000.0,\n",
       "  5200.0,\n",
       "  469.0,\n",
       "  5000.0,\n",
       "  20350.0,\n",
       "  1200.0,\n",
       "  1460.0,\n",
       "  78.4,\n",
       "  3650.0,\n",
       "  167.0,\n",
       "  4255.0,\n",
       "  17000.0,\n",
       "  6000.0,\n",
       "  18000.0,\n",
       "  5650.0,\n",
       "  1064.0,\n",
       "  2000.0,\n",
       "  100.0,\n",
       "  7000.0,\n",
       "  6580.0,\n",
       "  340.0,\n",
       "  28.0,\n",
       "  0.8,\n",
       "  16400.0,\n",
       "  230.0,\n",
       "  12500.0,\n",
       "  25400.0,\n",
       "  12000.0,\n",
       "  1140.0,\n",
       "  45000.0,\n",
       "  1800.0,\n",
       "  32000.0,\n",
       "  3396.0,\n",
       "  1000.0,\n",
       "  400.0,\n",
       "  166000.0,\n",
       "  3950.0,\n",
       "  10000.0,\n",
       "  3840.0,\n",
       "  1600.0,\n",
       "  438.0,\n",
       "  128800.0,\n",
       "  230.0,\n",
       "  5500.0,\n",
       "  3891.0,\n",
       "  1250.0,\n",
       "  1161.0,\n",
       "  642.0,\n",
       "  5000.0,\n",
       "  47700.0,\n",
       "  1900.0,\n",
       "  30.0,\n",
       "  2270.0,\n",
       "  nan,\n",
       "  13200.0,\n",
       "  577.0,\n",
       "  2117.0,\n",
       "  3230.0,\n",
       "  300.0,\n",
       "  188.0,\n",
       "  10000.0,\n",
       "  2400.0,\n",
       "  3000.0,\n",
       "  3336.0,\n",
       "  840.0,\n",
       "  10000.0,\n",
       "  17226.0,\n",
       "  5000.0,\n",
       "  680.5,\n",
       "  107000.0,\n",
       "  54640.0,\n",
       "  1470.0,\n",
       "  127.0,\n",
       "  8000.0,\n",
       "  127000.0,\n",
       "  277.0,\n",
       "  113.0,\n",
       "  107.2,\n",
       "  20000.0,\n",
       "  2250.0,\n",
       "  1500.0,\n",
       "  500.0,\n",
       "  320000.0,\n",
       "  89400.0,\n",
       "  56000.0,\n",
       "  1500.0,\n",
       "  2360.0,\n",
       "  380.0,\n",
       "  3200.0,\n",
       "  82.0,\n",
       "  220.0,\n",
       "  10200.0,\n",
       "  17600.0,\n",
       "  3640.0,\n",
       "  152000.0,\n",
       "  26000.0,\n",
       "  6067.0,\n",
       "  240.0,\n",
       "  16300.0,\n",
       "  nan,\n",
       "  650.0,\n",
       "  23000.0,\n",
       "  11620.0,\n",
       "  nan,\n",
       "  4000.0,\n",
       "  2500.0,\n",
       "  132.7,\n",
       "  36.1,\n",
       "  28.0,\n",
       "  5000.0,\n",
       "  6400.0,\n",
       "  nan,\n",
       "  380.0,\n",
       "  102.0,\n",
       "  4162.0,\n",
       "  nan,\n",
       "  725.0,\n",
       "  14290.0,\n",
       "  18000.0,\n",
       "  480.0,\n",
       "  670.0,\n",
       "  1303.0,\n",
       "  152000.0,\n",
       "  767.0,\n",
       "  1750.0,\n",
       "  1600.0,\n",
       "  3618.0,\n",
       "  9000.0,\n",
       "  45.5,\n",
       "  215.0,\n",
       "  3500.0,\n",
       "  10500.0,\n",
       "  8000.0,\n",
       "  1000.0,\n",
       "  690.0,\n",
       "  22000.0,\n",
       "  2910.0,\n",
       "  nan,\n",
       "  1900.0,\n",
       "  39000.0,\n",
       "  1915.0,\n",
       "  288.0,\n",
       "  968.0,\n",
       "  2449.0,\n",
       "  100000.0,\n",
       "  5700.0,\n",
       "  28.0,\n",
       "  34650.0,\n",
       "  1000.0,\n",
       "  1320.0,\n",
       "  0.2,\n",
       "  9000.0,\n",
       "  1456.0,\n",
       "  3710.0,\n",
       "  1000.0,\n",
       "  315.0,\n",
       "  8360.0,\n",
       "  680.0,\n",
       "  1110.6,\n",
       "  1250.0,\n",
       "  29000.0,\n",
       "  1544.0,\n",
       "  3500.0,\n",
       "  6100.0,\n",
       "  1000.0,\n",
       "  20000.0,\n",
       "  750.0,\n",
       "  4500.0,\n",
       "  414.0,\n",
       "  167.7,\n",
       "  305.5,\n",
       "  220000.0,\n",
       "  1415.0,\n",
       "  230000.0,\n",
       "  2420.0,\n",
       "  180.0,\n",
       "  266.1,\n",
       "  49000.0,\n",
       "  1600.0,\n",
       "  112.0,\n",
       "  14000.0,\n",
       "  2000.0,\n",
       "  2500.0,\n",
       "  nan,\n",
       "  3973.0,\n",
       "  3457.0,\n",
       "  1200.0,\n",
       "  7330.0,\n",
       "  27000.0,\n",
       "  880.0,\n",
       "  3000.0,\n",
       "  4576.0,\n",
       "  7000.0,\n",
       "  1300.0,\n",
       "  3050.0,\n",
       "  2024.0,\n",
       "  4720.0,\n",
       "  704.5,\n",
       "  48000.0,\n",
       "  973.0,\n",
       "  700.0,\n",
       "  1967.0,\n",
       "  22.0,\n",
       "  20500.0,\n",
       "  34000.0,\n",
       "  450.0,\n",
       "  3667.0,\n",
       "  5900.0,\n",
       "  222.0,\n",
       "  600000.0,\n",
       "  4000000.0,\n",
       "  100.0,\n",
       "  30.0,\n",
       "  40300.0,\n",
       "  483.0,\n",
       "  5000.0,\n",
       "  100000.0,\n",
       "  680.0,\n",
       "  32490.0,\n",
       "  950.0,\n",
       "  25250.0,\n",
       "  91000.0,\n",
       "  3000.0,\n",
       "  13400.0,\n",
       "  89.0,\n",
       "  230.0,\n",
       "  1900.0,\n",
       "  2000.0,\n",
       "  200000.0,\n",
       "  350.0,\n",
       "  577.0,\n",
       "  950.0,\n",
       "  4500.0,\n",
       "  2770.0,\n",
       "  448.0,\n",
       "  1293.0,\n",
       "  299.0,\n",
       "  1630.0,\n",
       "  400.0,\n",
       "  11355.0,\n",
       "  1600.0,\n",
       "  3500.0,\n",
       "  3000.0,\n",
       "  2220.0,\n",
       "  180.0,\n",
       "  22000.0,\n",
       "  2950.0,\n",
       "  41730.0,\n",
       "  710.0,\n",
       "  16820.0,\n",
       "  1500.0,\n",
       "  6800.0,\n",
       "  85000.0,\n",
       "  3300.0,\n",
       "  5760.0,\n",
       "  6937.0,\n",
       "  6669.2,\n",
       "  5000.0,\n",
       "  80000.0,\n",
       "  135000.0,\n",
       "  13600.0,\n",
       "  3698.0,\n",
       "  1500.0,\n",
       "  450.0,\n",
       "  100.0,\n",
       "  6109.0,\n",
       "  9700.0,\n",
       "  3200.0,\n",
       "  100000.0,\n",
       "  737.6,\n",
       "  1500.0,\n",
       "  331.0,\n",
       "  195.0,\n",
       "  19000.0,\n",
       "  772.0,\n",
       "  140.0,\n",
       "  67.4,\n",
       "  97.7,\n",
       "  1550.0,\n",
       "  202.6,\n",
       "  3250.0,\n",
       "  500000.0,\n",
       "  136.0,\n",
       "  11510.0,\n",
       "  238.0,\n",
       "  90.0,\n",
       "  4300.0,\n",
       "  16500.0,\n",
       "  2440.0,\n",
       "  4000.0,\n",
       "  845.2,\n",
       "  50000.0,\n",
       "  2250.0,\n",
       "  453.6,\n",
       "  6000.0,\n",
       "  3719.0,\n",
       "  200000.0,\n",
       "  1100000.0,\n",
       "  4460.0,\n",
       "  5.0,\n",
       "  23.0,\n",
       "  45000.0,\n",
       "  4047.0,\n",
       "  45000.0,\n",
       "  2800.0,\n",
       "  399.0,\n",
       "  2000.0,\n",
       "  45000.0,\n",
       "  3833.0,\n",
       "  900.0,\n",
       "  37000.0,\n",
       "  212.5,\n",
       "  372.0,\n",
       "  51700.0,\n",
       "  7000.0,\n",
       "  2300.0,\n",
       "  1282.0,\n",
       "  7000.0,\n",
       "  14250.0,\n",
       "  1060.0,\n",
       "  800.0,\n",
       "  3000.0,\n",
       "  780.0,\n",
       "  51500.0,\n",
       "  460.0,\n",
       "  271.4,\n",
       "  877.0,\n",
       "  700.0,\n",
       "  125.0,\n",
       "  2000.0,\n",
       "  4000.0,\n",
       "  6862.0,\n",
       "  50000.0,\n",
       "  1862.0,\n",
       "  498.0,\n",
       "  12800.0,\n",
       "  491.0,\n",
       "  5213.0,\n",
       "  1000.0,\n",
       "  40000.0,\n",
       "  329.7,\n",
       "  25.0,\n",
       "  17000.0,\n",
       "  1300.0,\n",
       "  59000.0,\n",
       "  9241.0,\n",
       "  3500.0,\n",
       "  340.0,\n",
       "  2520.0,\n",
       "  11000.0,\n",
       "  885.0,\n",
       "  14000.0,\n",
       "  nan,\n",
       "  540.0,\n",
       "  1500.0,\n",
       "  93200.0,\n",
       "  1995.0,\n",
       "  1000.0,\n",
       "  400.0,\n",
       "  400.0,\n",
       "  600.0,\n",
       "  5000.0,\n",
       "  666.6,\n",
       "  70500.0,\n",
       "  4629.0,\n",
       "  150.0,\n",
       "  2000.0,\n",
       "  470.0,\n",
       "  nan,\n",
       "  807.0,\n",
       "  1000.0,\n",
       "  1700.0,\n",
       "  50.0,\n",
       "  22300.0,\n",
       "  3555.0,\n",
       "  4500.0,\n",
       "  114.0,\n",
       "  340.0,\n",
       "  25.81,\n",
       "  3200.0,\n",
       "  2500.0,\n",
       "  28400.0,\n",
       "  45000.0,\n",
       "  3000.0,\n",
       "  6000.0,\n",
       "  1443.0,\n",
       "  1000.0,\n",
       "  24.54,\n",
       "  1600.0,\n",
       "  19000.0,\n",
       "  220.0,\n",
       "  4850.0,\n",
       "  4000.0,\n",
       "  4975.0,\n",
       "  150000.0,\n",
       "  31.0,\n",
       "  22.0,\n",
       "  24750.0,\n",
       "  10500.0,\n",
       "  28.9,\n",
       "  4000.0,\n",
       "  6000.0,\n",
       "  71400.0,\n",
       "  2405.0,\n",
       "  870.0,\n",
       "  1300.0,\n",
       "  22700.0,\n",
       "  350.0,\n",
       "  1100.0,\n",
       "  1600.0,\n",
       "  3584.0,\n",
       "  8000.0,\n",
       "  6380.0,\n",
       "  224.2,\n",
       "  10000.0,\n",
       "  330000.0,\n",
       "  16700.0,\n",
       "  1040.0,\n",
       "  42.0,\n",
       "  5500.0,\n",
       "  550.0,\n",
       "  8510.0,\n",
       "  5800.0,\n",
       "  100.7,\n",
       "  300000.0,\n",
       "  35000.0,\n",
       "  4500.0,\n",
       "  144000.0,\n",
       "  150.0,\n",
       "  2587.0,\n",
       "  8600.0,\n",
       "  4885.0,\n",
       "  3130.0,\n",
       "  149000.0,\n",
       "  500.0,\n",
       "  nan,\n",
       "  1880.0,\n",
       "  3520.0,\n",
       "  8887.5,\n",
       "  70.0,\n",
       "  633.0,\n",
       "  1300.0,\n",
       "  3763.0,\n",
       "  1500.0,\n",
       "  9150.0,\n",
       "  11300.0,\n",
       "  110000.0,\n",
       "  17000.0,\n",
       "  1100.0,\n",
       "  4400.0,\n",
       "  25.5,\n",
       "  4703.0,\n",
       "  100000.0,\n",
       "  12600.0,\n",
       "  1245.0,\n",
       "  nan,\n",
       "  8165.0,\n",
       "  1810.0,\n",
       "  20.0,\n",
       "  6100.0,\n",
       "  10000.0,\n",
       "  23200.0,\n",
       "  4500.0,\n",
       "  52900.0,\n",
       "  7500.0,\n",
       "  529.0,\n",
       "  17000.0,\n",
       "  2700.0,\n",
       "  367.5,\n",
       "  nan,\n",
       "  347.0,\n",
       "  1.4,\n",
       "  105.0,\n",
       "  420.0,\n",
       "  4500.0,\n",
       "  2450.0,\n",
       "  10250.0,\n",
       "  6189.0,\n",
       "  230000.0,\n",
       "  12000.0,\n",
       "  19256.0,\n",
       "  1393.0,\n",
       "  37500.0,\n",
       "  nan,\n",
       "  3.3,\n",
       "  3.3,\n",
       "  3996.0,\n",
       "  6000.0,\n",
       "  14250.0,\n",
       "  4610.0,\n",
       "  467.0,\n",
       "  17200.0,\n",
       "  2300.0,\n",
       "  483.7,\n",
       "  472.0,\n",
       "  4000.0,\n",
       "  1050.0,\n",
       "  1100000.0,\n",
       "  177.0,\n",
       "  1900.0,\n",
       "  nan,\n",
       "  1001.0,\n",
       "  250.0,\n",
       "  50000.0,\n",
       "  5000.0,\n",
       "  363.0,\n",
       "  737.6,\n",
       "  1100.0,\n",
       "  500000.0,\n",
       "  1400.0,\n",
       "  6000.0,\n",
       "  3750.0,\n",
       "  14360.0,\n",
       "  16250.0,\n",
       "  7700.0,\n",
       "  5850.0,\n",
       "  194.0,\n",
       "  4742.0,\n",
       "  12000.0,\n",
       "  16570.0,\n",
       "  nan,\n",
       "  150000.0,\n",
       "  40000.0,\n",
       "  250000.0,\n",
       "  14000.0,\n",
       "  180.0,\n",
       "  6000.0,\n",
       "  4500.0,\n",
       "  3400.0,\n",
       "  246.0,\n",
       "  6510.0,\n",
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       "  '01/01/1921 12:00:00 AM',\n",
       "  '01/01/1904 12:00:00 AM',\n",
       "  '01/01/1865 12:00:00 AM',\n",
       "  '01/01/1976 12:00:00 AM',\n",
       "  '01/01/1921 12:00:00 AM',\n",
       "  '01/01/1971 12:00:00 AM',\n",
       "  '01/01/1912 12:00:00 AM',\n",
       "  '01/01/1863 12:00:00 AM',\n",
       "  '01/01/1794 12:00:00 AM',\n",
       "  '01/01/1947 12:00:00 AM',\n",
       "  '01/01/1995 12:00:00 AM',\n",
       "  '01/01/1917 12:00:00 AM',\n",
       "  '01/01/1920 12:00:00 AM',\n",
       "  '01/01/1916 12:00:00 AM',\n",
       "  '01/01/1901 12:00:00 AM',\n",
       "  '01/01/1956 12:00:00 AM',\n",
       "  '01/01/1933 12:00:00 AM',\n",
       "  '01/01/1875 12:00:00 AM',\n",
       "  '01/01/1989 12:00:00 AM',\n",
       "  '01/01/1989 12:00:00 AM',\n",
       "  '01/01/1848 12:00:00 AM',\n",
       "  '01/01/1868 12:00:00 AM',\n",
       "  '01/01/1818 12:00:00 AM',\n",
       "  '01/01/1960 12:00:00 AM',\n",
       "  '01/01/1877 12:00:00 AM',\n",
       "  '01/01/1860 12:00:00 AM',\n",
       "  '01/01/2011 12:00:00 AM',\n",
       "  '01/01/1866 12:00:00 AM',\n",
       "  '01/01/1993 12:00:00 AM',\n",
       "  '01/01/1927 12:00:00 AM',\n",
       "  '01/01/1945 12:00:00 AM',\n",
       "  '01/01/1883 12:00:00 AM',\n",
       "  '01/01/1841 12:00:00 AM',\n",
       "  '01/01/1855 12:00:00 AM',\n",
       "  '01/01/1890 12:00:00 AM',\n",
       "  '01/01/1950 12:00:00 AM',\n",
       "  '01/01/1903 12:00:00 AM',\n",
       "  '01/01/1919 12:00:00 AM',\n",
       "  '01/01/1866 12:00:00 AM',\n",
       "  '01/01/1910 12:00:00 AM',\n",
       "  '01/01/1959 12:00:00 AM',\n",
       "  '01/01/1876 12:00:00 AM',\n",
       "  '01/01/1808 12:00:00 AM',\n",
       "  '01/01/1857 12:00:00 AM',\n",
       "  '01/01/1962 12:00:00 AM',\n",
       "  '01/01/1990 12:00:00 AM',\n",
       "  '01/01/1647 12:00:00 AM',\n",
       "  '01/01/1974 12:00:00 AM',\n",
       "  '01/01/1917 12:00:00 AM',\n",
       "  '01/01/1623 12:00:00 AM',\n",
       "  '01/01/1994 12:00:00 AM',\n",
       "  '01/01/1924 12:00:00 AM',\n",
       "  '01/01/1969 12:00:00 AM',\n",
       "  '01/01/1986 12:00:00 AM',\n",
       "  '01/01/2008 12:00:00 AM',\n",
       "  '01/01/1916 12:00:00 AM',\n",
       "  '01/01/1935 12:00:00 AM',\n",
       "  '01/01/1865 12:00:00 AM',\n",
       "  '01/01/2012 12:00:00 AM',\n",
       "  '01/01/1954 12:00:00 AM',\n",
       "  '01/01/1753 12:00:00 AM',\n",
       "  '01/01/1867 12:00:00 AM',\n",
       "  '01/01/2000 12:00:00 AM',\n",
       "  '01/01/1991 12:00:00 AM',\n",
       "  '01/01/1880 12:00:00 AM',\n",
       "  '01/01/1995 12:00:00 AM',\n",
       "  '01/01/1975 12:00:00 AM',\n",
       "  '01/01/2008 12:00:00 AM',\n",
       "  '01/01/1918 12:00:00 AM',\n",
       "  '01/01/1965 12:00:00 AM',\n",
       "  '01/01/1931 12:00:00 AM',\n",
       "  '01/01/1967 12:00:00 AM',\n",
       "  '01/01/1929 12:00:00 AM',\n",
       "  '01/01/1937 12:00:00 AM',\n",
       "  '01/01/1879 12:00:00 AM',\n",
       "  '01/01/1872 12:00:00 AM',\n",
       "  '01/01/1950 12:00:00 AM',\n",
       "  '01/01/2011 12:00:00 AM',\n",
       "  '01/01/2002 12:00:00 AM',\n",
       "  '01/01/1986 12:00:00 AM',\n",
       "  '01/01/1878 12:00:00 AM',\n",
       "  '01/01/1927 12:00:00 AM',\n",
       "  '01/01/1970 12:00:00 AM',\n",
       "  '01/01/1807 12:00:00 AM',\n",
       "  '01/01/1934 12:00:00 AM',\n",
       "  '01/01/2011 12:00:00 AM',\n",
       "  '01/01/1869 12:00:00 AM',\n",
       "  '01/01/1922 12:00:00 AM',\n",
       "  '01/01/1905 12:00:00 AM',\n",
       "  '01/01/1879 12:00:00 AM',\n",
       "  '01/01/1916 12:00:00 AM',\n",
       "  '01/01/1984 12:00:00 AM',\n",
       "  '01/01/1911 12:00:00 AM',\n",
       "  ...],\n",
       " 'reclat': [50.775,\n",
       "  56.18333,\n",
       "  54.21667,\n",
       "  16.88333,\n",
       "  -33.16667,\n",
       "  32.1,\n",
       "  44.83333,\n",
       "  44.21667,\n",
       "  -31.6,\n",
       "  -30.86667,\n",
       "  16.39806,\n",
       "  19.08333,\n",
       "  50.66667,\n",
       "  29.51667,\n",
       "  29.71667,\n",
       "  8.91667,\n",
       "  39.91667,\n",
       "  24.41667,\n",
       "  13.66033,\n",
       "  44.11667,\n",
       "  44.65,\n",
       "  2.0,\n",
       "  45.82133,\n",
       "  51.78333,\n",
       "  36.23333,\n",
       "  44.88333,\n",
       "  50.95,\n",
       "  45.26667,\n",
       "  42.53333,\n",
       "  26.96667,\n",
       "  20.74575,\n",
       "  35.27333,\n",
       "  27.66667,\n",
       "  26.58333,\n",
       "  44.61667,\n",
       "  48.7,\n",
       "  20.88333,\n",
       "  0.0,\n",
       "  47.46667,\n",
       "  -22.96667,\n",
       "  9.53333,\n",
       "  25.15,\n",
       "  40.81056,\n",
       "  53.58333,\n",
       "  43.86667,\n",
       "  -33.0,\n",
       "  38.5,\n",
       "  -31.41667,\n",
       "  42.45,\n",
       "  31.805,\n",
       "  52.05,\n",
       "  43.03333,\n",
       "  25.25417,\n",
       "  20.06667,\n",
       "  34.75,\n",
       "  34.31667,\n",
       "  44.38333,\n",
       "  36.16667,\n",
       "  44.33333,\n",
       "  43.08333,\n",
       "  -21.46028,\n",
       "  46.0,\n",
       "  25.0,\n",
       "  2.71667,\n",
       "  36.8,\n",
       "  48.6,\n",
       "  28.48333,\n",
       "  35.96667,\n",
       "  34.5,\n",
       "  5.38333,\n",
       "  16.66667,\n",
       "  -6.91667,\n",
       "  27.7,\n",
       "  30.4,\n",
       "  -6.33333,\n",
       "  43.95,\n",
       "  41.36667,\n",
       "  42.38333,\n",
       "  52.73333,\n",
       "  52.0,\n",
       "  31.61667,\n",
       "  52.56528,\n",
       "  15.78333,\n",
       "  52.03333,\n",
       "  45.41667,\n",
       "  38.25,\n",
       "  40.66813,\n",
       "  11.08333,\n",
       "  36.75,\n",
       "  39.8,\n",
       "  51.16667,\n",
       "  53.01667,\n",
       "  33.6,\n",
       "  -32.33333,\n",
       "  25.36667,\n",
       "  32.25,\n",
       "  32.86667,\n",
       "  39.08333,\n",
       "  -26.16667,\n",
       "  30.0,\n",
       "  45.95,\n",
       "  -31.91,\n",
       "  11.65,\n",
       "  41.68333,\n",
       "  40.30583,\n",
       "  42.53333,\n",
       "  43.21667,\n",
       "  33.88333,\n",
       "  20.88333,\n",
       "  26.50833,\n",
       "  20.83333,\n",
       "  22.68333,\n",
       "  22.08333,\n",
       "  53.1,\n",
       "  50.13333,\n",
       "  12.45,\n",
       "  -33.15639,\n",
       "  13.76667,\n",
       "  34.16667,\n",
       "  25.38333,\n",
       "  49.78333,\n",
       "  60.4,\n",
       "  40.91667,\n",
       "  36.83333,\n",
       "  31.83333,\n",
       "  49.36667,\n",
       "  40.48,\n",
       "  33.83333,\n",
       "  23.0,\n",
       "  12.5,\n",
       "  44.55,\n",
       "  44.86667,\n",
       "  21.95,\n",
       "  54.23333,\n",
       "  48.15,\n",
       "  55.46667,\n",
       "  51.33333,\n",
       "  17.71067,\n",
       "  17.17493,\n",
       "  54.56667,\n",
       "  40.5,\n",
       "  50.6,\n",
       "  50.66694,\n",
       "  53.4,\n",
       "  52.13333,\n",
       "  53.9,\n",
       "  39.77978,\n",
       "  nan,\n",
       "  -31.35,\n",
       "  10.01667,\n",
       "  5.0,\n",
       "  37.62194,\n",
       "  40.2,\n",
       "  46.45,\n",
       "  26.78333,\n",
       "  27.08333,\n",
       "  52.996,\n",
       "  37.98333,\n",
       "  35.5,\n",
       "  43.83889,\n",
       "  3.405,\n",
       "  11.75,\n",
       "  -7.03333,\n",
       "  39.8,\n",
       "  41.25,\n",
       "  43.38333,\n",
       "  38.47028,\n",
       "  37.26667,\n",
       "  -30.88333,\n",
       "  -16.66444,\n",
       "  38.5,\n",
       "  36.08333,\n",
       "  43.35,\n",
       "  44.38333,\n",
       "  39.8,\n",
       "  36.5,\n",
       "  26.46667,\n",
       "  43.2,\n",
       "  45.08333,\n",
       "  28.53333,\n",
       "  25.36667,\n",
       "  25.85,\n",
       "  -30.78333,\n",
       "  20.26667,\n",
       "  27.28333,\n",
       "  29.08333,\n",
       "  46.68333,\n",
       "  36.16667,\n",
       "  47.93333,\n",
       "  29.48333,\n",
       "  47.71667,\n",
       "  47.93333,\n",
       "  41.93333,\n",
       "  -3.66667,\n",
       "  54.81667,\n",
       "  23.69639,\n",
       "  53.7,\n",
       "  35.03333,\n",
       "  46.55,\n",
       "  50.83333,\n",
       "  14.5,\n",
       "  17.9,\n",
       "  40.93333,\n",
       "  -10.05944,\n",
       "  -17.35,\n",
       "  47.47083,\n",
       "  -6.95,\n",
       "  32.1025,\n",
       "  nan,\n",
       "  44.9,\n",
       "  -33.13333,\n",
       "  43.76111,\n",
       "  42.53333,\n",
       "  -19.85,\n",
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       "  35.95,\n",
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       "  35.63333,\n",
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       "  35.61667,\n",
       "  26.91667,\n",
       "  -28.2,\n",
       "  34.4,\n",
       "  49.86667,\n",
       "  41.98444,\n",
       "  -1.87089,\n",
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       "  40.25,\n",
       "  28.56667,\n",
       "  51.46667,\n",
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       "  26.68333,\n",
       "  25.73333,\n",
       "  19.0,\n",
       "  24.225,\n",
       "  22.37778,\n",
       "  14.88333,\n",
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       "  37.35172,\n",
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       "  12.73333,\n",
       "  36.95,\n",
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       "  50.75,\n",
       "  40.0,\n",
       "  45.5,\n",
       "  21.86667,\n",
       "  32.91667,\n",
       "  51.2,\n",
       "  13.05,\n",
       "  32.33333,\n",
       "  -13.66667,\n",
       "  36.4,\n",
       "  42.52,\n",
       "  42.45833,\n",
       "  -31.66667,\n",
       "  52.55,\n",
       "  43.33333,\n",
       "  30.3,\n",
       "  -4.0,\n",
       "  33.43333,\n",
       "  -27.2,\n",
       "  26.25,\n",
       "  -3.0,\n",
       "  40.78167,\n",
       "  -17.3,\n",
       "  48.9,\n",
       "  56.03333,\n",
       "  28.26667,\n",
       "  34.41667,\n",
       "  25.37,\n",
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       "  39.24667,\n",
       "  50.18333,\n",
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       "  51.75,\n",
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       "  30.3,\n",
       "  47.86667,\n",
       "  48.18333,\n",
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       "  1.16667,\n",
       "  52.21667,\n",
       "  46.25,\n",
       "  2.88333,\n",
       "  43.41667,\n",
       "  39.75,\n",
       "  35.55,\n",
       "  44.38333,\n",
       "  36.05,\n",
       "  36.88333,\n",
       "  32.53333,\n",
       "  34.6,\n",
       "  36.1,\n",
       "  43.18111,\n",
       "  47.81667,\n",
       "  30.83333,\n",
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       "  36.78333,\n",
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       "  34.48333,\n",
       "  31.47556,\n",
       "  33.18333,\n",
       "  55.33333,\n",
       "  25.95,\n",
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       "  44.3,\n",
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       "  51.68333,\n",
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       "  27.88333,\n",
       "  41.68333,\n",
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       "  14.15083,\n",
       "  12.91667,\n",
       "  35.53333,\n",
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       "  9.6,\n",
       "  52.2,\n",
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       "  52.45972,\n",
       "  50.66667,\n",
       "  24.23333,\n",
       "  48.28333,\n",
       "  42.9,\n",
       "  60.66667,\n",
       "  43.2,\n",
       "  43.66667,\n",
       "  49.26667,\n",
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       "  51.93333,\n",
       "  52.86667,\n",
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       "  37.1,\n",
       "  38.73333,\n",
       "  43.76667,\n",
       "  13.5,\n",
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       "  22.98333,\n",
       "  11.49167,\n",
       "  42.9,\n",
       "  13.78333,\n",
       "  9.36667,\n",
       "  51.91667,\n",
       "  35.0,\n",
       "  35.65,\n",
       "  50.31667,\n",
       "  57.81667,\n",
       "  41.38333,\n",
       "  26.8,\n",
       "  28.38333,\n",
       "  32.675,\n",
       "  38.25,\n",
       "  35.2945,\n",
       "  28.95,\n",
       "  51.65,\n",
       "  60.24556,\n",
       "  55.46667,\n",
       "  27.33333,\n",
       "  10.0,\n",
       "  59.85,\n",
       "  33.6,\n",
       "  55.9,\n",
       "  34.45,\n",
       "  1.345,\n",
       "  64.43333,\n",
       "  34.9,\n",
       "  9.06667,\n",
       "  41.8,\n",
       "  21.3,\n",
       "  35.66667,\n",
       "  39.35,\n",
       "  46.1,\n",
       "  26.46469,\n",
       "  50.3,\n",
       "  61.18333,\n",
       "  52.28333,\n",
       "  -20.0,\n",
       "  38.0,\n",
       "  58.2,\n",
       "  -32.1,\n",
       "  -23.2,\n",
       "  -6.03333,\n",
       "  39.75,\n",
       "  39.08333,\n",
       "  41.0,\n",
       "  53.415,\n",
       "  -25.5,\n",
       "  -8.93333,\n",
       "  -31.18333,\n",
       "  -3.4,\n",
       "  26.59083,\n",
       "  -8.41667,\n",
       "  -32.5,\n",
       "  26.75,\n",
       "  nan,\n",
       "  31.0,\n",
       "  18.75,\n",
       "  39.7,\n",
       "  43.83333,\n",
       "  nan,\n",
       "  46.42137,\n",
       "  31.3,\n",
       "  31.91667,\n",
       "  30.80833,\n",
       "  44.05,\n",
       "  22.68,\n",
       "  55.7,\n",
       "  40.35,\n",
       "  -11.85,\n",
       "  45.43333,\n",
       "  35.5,\n",
       "  12.85,\n",
       "  -7.71667,\n",
       "  35.2,\n",
       "  38.74028,\n",
       "  44.71667,\n",
       "  47.35,\n",
       "  11.85,\n",
       "  27.08333,\n",
       "  27.25,\n",
       "  49.86667,\n",
       "  15.0,\n",
       "  55.43333,\n",
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       "  45.13333,\n",
       "  -6.83333,\n",
       "  17.83333,\n",
       "  26.03333,\n",
       "  36.04167,\n",
       "  14.18333,\n",
       "  31.6,\n",
       "  -7.0,\n",
       "  32.08333,\n",
       "  4.7,\n",
       "  20.33916,\n",
       "  42.45,\n",
       "  47.21667,\n",
       "  -3.5,\n",
       "  12.9,\n",
       "  27.8,\n",
       "  31.58333,\n",
       "  -35.08333,\n",
       "  35.36667,\n",
       "  29.58333,\n",
       "  11.33333,\n",
       "  25.14333,\n",
       "  39.26333,\n",
       "  -7.75,\n",
       "  36.54194,\n",
       "  29.45,\n",
       "  20.4625,\n",
       "  48.4,\n",
       "  48.11667,\n",
       "  38.98333,\n",
       "  29.53333,\n",
       "  25.55,\n",
       "  50.625,\n",
       "  26.95,\n",
       "  28.01667,\n",
       "  56.75,\n",
       "  25.1,\n",
       "  16.0,\n",
       "  14.0,\n",
       "  54.4,\n",
       "  16.58333,\n",
       "  36.85,\n",
       "  55.0,\n",
       "  12.76667,\n",
       "  43.58333,\n",
       "  54.66667,\n",
       "  11.63333,\n",
       "  30.75,\n",
       "  48.16667,\n",
       "  43.38333,\n",
       "  51.6,\n",
       "  48.9,\n",
       "  34.73333,\n",
       "  34.3,\n",
       "  35.73333,\n",
       "  42.51667,\n",
       "  48.76367,\n",
       "  49.32694,\n",
       "  54.03333,\n",
       "  54.33333,\n",
       "  56.8,\n",
       "  47.83333,\n",
       "  51.15,\n",
       "  30.73111,\n",
       "  50.75,\n",
       "  41.11667,\n",
       "  55.78333,\n",
       "  42.25,\n",
       "  37.05,\n",
       "  29.68333,\n",
       "  44.51667,\n",
       "  10.83333,\n",
       "  55.2,\n",
       "  32.03333,\n",
       "  47.08333,\n",
       "  20.66667,\n",
       "  -37.33333,\n",
       "  -31.23333,\n",
       "  44.28333,\n",
       "  26.78333,\n",
       "  48.76667,\n",
       "  21.86667,\n",
       "  24.45,\n",
       "  47.7,\n",
       "  43.75,\n",
       "  58.85,\n",
       "  46.24167,\n",
       "  47.75,\n",
       "  33.13333,\n",
       "  51.9,\n",
       "  52.45,\n",
       "  47.16667,\n",
       "  48.53333,\n",
       "  35.88333,\n",
       "  -25.66667,\n",
       "  52.66667,\n",
       "  34.58333,\n",
       "  52.26667,\n",
       "  48.35,\n",
       "  50.36667,\n",
       "  -26.15,\n",
       "  56.65,\n",
       "  52.56667,\n",
       "  52.75,\n",
       "  31.63333,\n",
       "  50.2,\n",
       "  37.91667,\n",
       "  56.0,\n",
       "  29.53333,\n",
       "  26.96556,\n",
       "  38.70066,\n",
       "  38.0,\n",
       "  36.00833,\n",
       "  38.25,\n",
       "  52.0,\n",
       "  24.95,\n",
       "  47.85,\n",
       "  32.03333,\n",
       "  24.8,\n",
       "  56.21667,\n",
       "  61.2,\n",
       "  46.21667,\n",
       "  -7.21667,\n",
       "  19.0,\n",
       "  -5.2,\n",
       "  -15.21222,\n",
       "  -28.83333,\n",
       "  25.91667,\n",
       "  -7.75,\n",
       "  40.41667,\n",
       "  -26.16667,\n",
       "  37.86667,\n",
       "  -19.48333,\n",
       "  27.66667,\n",
       "  12.83333,\n",
       "  32.21667,\n",
       "  9.5,\n",
       "  -3.13333,\n",
       "  -28.93333,\n",
       "  -29.45,\n",
       "  45.21667,\n",
       "  23.05,\n",
       "  20.96667,\n",
       "  -17.65,\n",
       "  45.81667,\n",
       "  34.23333,\n",
       "  nan,\n",
       "  42.71667,\n",
       "  54.76183,\n",
       "  4.66667,\n",
       "  -22.25,\n",
       "  41.9,\n",
       "  61.5,\n",
       "  44.5,\n",
       "  -14.2,\n",
       "  35.8,\n",
       "  45.36667,\n",
       "  0.0,\n",
       "  48.13333,\n",
       "  48.18333,\n",
       "  -20.0,\n",
       "  8.96667,\n",
       "  24.68333,\n",
       "  -1.21667,\n",
       "  1.06667,\n",
       "  -27.25,\n",
       "  29.01667,\n",
       "  -6.23333,\n",
       "  53.18333,\n",
       "  46.81867,\n",
       "  55.05,\n",
       "  0.0,\n",
       "  25.48333,\n",
       "  38.18333,\n",
       "  50.58333,\n",
       "  45.76667,\n",
       "  46.5,\n",
       "  25.9,\n",
       "  34.8,\n",
       "  54.56667,\n",
       "  42.9075,\n",
       "  48.06667,\n",
       "  35.56833,\n",
       "  46.23333,\n",
       "  46.18333,\n",
       "  -26.45,\n",
       "  35.4,\n",
       "  35.07833,\n",
       "  37.28333,\n",
       "  32.33333,\n",
       "  47.7,\n",
       "  25.68333,\n",
       "  56.66667,\n",
       "  61.73333,\n",
       "  46.8,\n",
       "  38.5,\n",
       "  -39.63333,\n",
       "  38.11667,\n",
       "  -31.25,\n",
       "  31.60833,\n",
       "  35.25,\n",
       "  38.01667,\n",
       "  43.26667,\n",
       "  43.39056,\n",
       "  47.63333,\n",
       "  -15.96667,\n",
       "  35.41667,\n",
       "  52.45,\n",
       "  -40.975,\n",
       "  28.78333,\n",
       "  49.6,\n",
       "  44.6,\n",
       "  59.43333,\n",
       "  26.83333,\n",
       "  45.2,\n",
       "  -29.8,\n",
       "  18.7,\n",
       "  44.08333,\n",
       "  -11.5,\n",
       "  12.63333,\n",
       "  9.33333,\n",
       "  24.5,\n",
       "  -36.61667,\n",
       "  36.6,\n",
       "  26.13333,\n",
       "  23.05,\n",
       "  12.0,\n",
       "  38.12167,\n",
       "  26.98333,\n",
       "  49.16667,\n",
       "  31.31667,\n",
       "  13.73333,\n",
       "  12.28333,\n",
       "  35.66667,\n",
       "  38.41667,\n",
       "  32.11667,\n",
       "  19.25,\n",
       "  33.75,\n",
       "  -34.05,\n",
       "  42.51667,\n",
       "  -21.73333,\n",
       "  nan,\n",
       "  21.25,\n",
       "  36.44917,\n",
       "  18.68333,\n",
       "  9.5,\n",
       "  56.5,\n",
       "  47.525,\n",
       "  40.0,\n",
       "  15.36667,\n",
       "  29.94718,\n",
       "  -7.45,\n",
       "  13.85,\n",
       "  49.03333,\n",
       "  nan,\n",
       "  nan,\n",
       "  52.45,\n",
       "  56.11667,\n",
       "  29.86667,\n",
       "  32.925,\n",
       "  34.2,\n",
       "  -28.56667,\n",
       "  44.08333,\n",
       "  40.08528,\n",
       "  33.725,\n",
       "  -32.36667,\n",
       "  36.21667,\n",
       "  39.68333,\n",
       "  45.29167,\n",
       "  54.81667,\n",
       "  58.55,\n",
       "  56.0,\n",
       "  42.91667,\n",
       "  24.3,\n",
       "  41.63333,\n",
       "  43.33333,\n",
       "  21.20833,\n",
       "  47.55,\n",
       "  57.78333,\n",
       "  52.28333,\n",
       "  58.5,\n",
       "  47.88333,\n",
       "  33.28333,\n",
       "  46.06667,\n",
       "  6.75,\n",
       "  38.18333,\n",
       "  36.18333,\n",
       "  35.08333,\n",
       "  50.83333,\n",
       "  52.95,\n",
       "  39.0,\n",
       "  38.71667,\n",
       "  39.56667,\n",
       "  64.02,\n",
       "  43.88333,\n",
       "  28.5475,\n",
       "  47.11667,\n",
       "  48.5,\n",
       "  42.13333,\n",
       "  58.88333,\n",
       "  38.4,\n",
       "  38.6,\n",
       "  12.9,\n",
       "  30.18,\n",
       "  24.3,\n",
       "  37.60833,\n",
       "  -18.0,\n",
       "  43.4,\n",
       "  51.33333,\n",
       "  21.05,\n",
       "  55.66667,\n",
       "  17.74333,\n",
       "  32.31667,\n",
       "  -23.11667,\n",
       "  43.48333,\n",
       "  39.8,\n",
       "  21.3,\n",
       "  15.08333,\n",
       "  8.06667,\n",
       "  36.06667,\n",
       "  -6.23333,\n",
       "  -19.13333,\n",
       "  41.48472,\n",
       "  9.23333,\n",
       "  26.2,\n",
       "  36.21667,\n",
       "  20.93694,\n",
       "  -19.53333,\n",
       "  38.13333,\n",
       "  23.15,\n",
       "  43.46667,\n",
       "  52.3,\n",
       "  48.53333,\n",
       "  52.03333,\n",
       "  11.33367,\n",
       "  56.13333,\n",
       "  51.66667,\n",
       "  41.28333,\n",
       "  30.125,\n",
       "  -10.66667,\n",
       "  23.325,\n",
       "  56.4,\n",
       "  56.63333,\n",
       "  55.5,\n",
       "  14.052,\n",
       "  35.3,\n",
       "  53.53333,\n",
       "  40.0,\n",
       "  11.25,\n",
       "  12.0,\n",
       "  15.71667,\n",
       "  44.24417,\n",
       "  41.36667,\n",
       "  58.66667,\n",
       "  26.03472,\n",
       "  -32.86667,\n",
       "  25.8,\n",
       "  29.58333,\n",
       "  31.95,\n",
       "  30.7,\n",
       "  45.275,\n",
       "  50.53333,\n",
       "  11.58333,\n",
       "  50.93333,\n",
       "  26.71667,\n",
       "  66.34833,\n",
       "  53.03639,\n",
       "  34.175,\n",
       "  38.5,\n",
       "  31.41667,\n",
       "  48.3025,\n",
       "  49.66667,\n",
       "  39.11667,\n",
       "  39.35,\n",
       "  23.36667,\n",
       "  52.76667,\n",
       "  13.33333,\n",
       "  -29.03333,\n",
       "  32.08333,\n",
       "  26.53333,\n",
       "  -30.11667,\n",
       "  17.76667,\n",
       "  39.0,\n",
       "  44.61667,\n",
       "  46.6,\n",
       "  -26.66667,\n",
       "  27.72528,\n",
       "  28.225,\n",
       "  52.98333,\n",
       "  26.45,\n",
       "  24.16667,\n",
       "  51.88333,\n",
       "  23.98333,\n",
       "  19.86667,\n",
       "  25.38333,\n",
       "  38.2,\n",
       "  26.66667,\n",
       "  43.5,\n",
       "  52.2,\n",
       "  38.13742,\n",
       "  42.475,\n",
       "  -6.73333,\n",
       "  44.76667,\n",
       "  -32.75,\n",
       "  38.66667,\n",
       "  48.6,\n",
       "  51.33333,\n",
       "  28.2,\n",
       "  35.03333,\n",
       "  46.88333,\n",
       "  31.25,\n",
       "  37.46667,\n",
       "  -26.1,\n",
       "  45.48333,\n",
       "  41.08333,\n",
       "  -23.38333,\n",
       "  42.3,\n",
       "  50.35,\n",
       "  44.51667,\n",
       "  52.76667,\n",
       "  -1.45,\n",
       "  0.26667,\n",
       "  -10.26667,\n",
       "  51.13333,\n",
       "  27.43333,\n",
       "  23.08333,\n",
       "  51.53333,\n",
       "  43.73333,\n",
       "  45.3,\n",
       "  35.66667,\n",
       "  44.97917,\n",
       "  46.05,\n",
       "  52.75,\n",
       "  25.66667,\n",
       "  33.48472,\n",
       "  43.66667,\n",
       "  -31.01667,\n",
       "  19.76667,\n",
       "  -29.2,\n",
       "  24.16667,\n",
       "  -33.9,\n",
       "  -31.535556,\n",
       "  -20.81,\n",
       "  52.55,\n",
       "  34.71667,\n",
       "  43.15,\n",
       "  47.21667,\n",
       "  35.86667,\n",
       "  49.23333,\n",
       "  53.35,\n",
       "  42.86083,\n",
       "  48.11667,\n",
       "  44.36667,\n",
       "  38.3,\n",
       "  26.75,\n",
       "  -7.23333,\n",
       "  22.83333,\n",
       "  22.25,\n",
       "  41.71667,\n",
       "  39.43833,\n",
       "  21.68389,\n",
       "  41.05,\n",
       "  -8.38333,\n",
       "  -19.46667,\n",
       "  37.41667,\n",
       "  50.61667,\n",
       "  34.75,\n",
       "  23.1,\n",
       "  37.83333,\n",
       "  44.05,\n",
       "  24.55,\n",
       "  33.65,\n",
       "  25.85,\n",
       "  43.5,\n",
       "  33.71667,\n",
       "  24.33333,\n",
       "  43.11667,\n",
       "  46.16,\n",
       "  20.93333,\n",
       "  44.11667,\n",
       "  49.98333,\n",
       "  30.9,\n",
       "  26.21667,\n",
       "  39.3,\n",
       "  42.58333,\n",
       "  20.91667,\n",
       "  39.82467,\n",
       "  32.43333,\n",
       "  59.73333,\n",
       "  45.68333,\n",
       "  55.0,\n",
       "  27.13333,\n",
       "  43.66667,\n",
       "  47.36667,\n",
       "  54.00883,\n",
       "  35.16667,\n",
       "  45.25,\n",
       "  44.41667,\n",
       "  1.7,\n",
       "  44.75,\n",
       "  46.95,\n",
       "  51.05,\n",
       "  48.01667,\n",
       "  38.7,\n",
       "  -32.01667,\n",
       "  38.16667,\n",
       "  48.45,\n",
       "  61.65,\n",
       "  43.43333,\n",
       "  59.93333,\n",
       "  49.28333,\n",
       "  45.05,\n",
       "  50.76667,\n",
       "  53.66667,\n",
       "  52.53333,\n",
       "  41.2,\n",
       "  56.58333,\n",
       "  50.38333,\n",
       "  45.96861,\n",
       "  36.48333,\n",
       "  50.53806,\n",
       "  31.61667,\n",
       "  12.66667,\n",
       "  25.93333,\n",
       "  44.86667,\n",
       "  26.71667,\n",
       "  38.80389,\n",
       "  33.18836,\n",
       "  49.4,\n",
       "  36.18333,\n",
       "  59.70444,\n",
       "  34.72,\n",
       "  35.38333,\n",
       "  nan,\n",
       "  -7.75,\n",
       "  31.16333,\n",
       "  35.43333,\n",
       "  45.4,\n",
       "  32.95,\n",
       "  19.38333,\n",
       "  35.13333,\n",
       "  46.71667,\n",
       "  -25.73333,\n",
       "  58.03333,\n",
       "  33.4,\n",
       "  -1.00278,\n",
       "  -29.33333,\n",
       "  32.94667,\n",
       "  49.6,\n",
       "  38.2,\n",
       "  14.25,\n",
       "  54.5,\n",
       "  13.63333,\n",
       "  29.48195,\n",
       "  -7.08333,\n",
       "  -6.66667,\n",
       "  47.85,\n",
       "  20.16667,\n",
       "  34.5,\n",
       "  38.36667,\n",
       "  24.65,\n",
       "  ...],\n",
       " 'reclong': [6.08333,\n",
       "  10.23333,\n",
       "  -113.0,\n",
       "  -99.9,\n",
       "  -64.95,\n",
       "  71.8,\n",
       "  95.16667,\n",
       "  0.61667,\n",
       "  -65.23333,\n",
       "  -64.55,\n",
       "  -9.57028,\n",
       "  8.38333,\n",
       "  2.33333,\n",
       "  35.05,\n",
       "  77.95,\n",
       "  8.43333,\n",
       "  42.81667,\n",
       "  39.51667,\n",
       "  28.96,\n",
       "  4.08333,\n",
       "  11.01667,\n",
       "  22.66667,\n",
       "  6.01533,\n",
       "  -1.78333,\n",
       "  37.13333,\n",
       "  8.75,\n",
       "  31.81667,\n",
       "  10.15,\n",
       "  -85.88333,\n",
       "  -105.31667,\n",
       "  32.41275,\n",
       "  44.21556,\n",
       "  78.25,\n",
       "  85.56667,\n",
       "  -70.75,\n",
       "  37.5,\n",
       "  76.86667,\n",
       "  0.0,\n",
       "  -0.55,\n",
       "  -44.31667,\n",
       "  39.71667,\n",
       "  105.18333,\n",
       "  140.78556,\n",
       "  -2.71667,\n",
       "  5.38333,\n",
       "  -66.0,\n",
       "  -94.3,\n",
       "  -60.66667,\n",
       "  9.03333,\n",
       "  -97.01,\n",
       "  0.3,\n",
       "  12.55,\n",
       "  80.625,\n",
       "  -103.66667,\n",
       "  -87.0,\n",
       "  -96.15,\n",
       "  5.16667,\n",
       "  3.66667,\n",
       "  3.23333,\n",
       "  0.58333,\n",
       "  -49.95083,\n",
       "  13.5,\n",
       "  -103.5,\n",
       "  32.83333,\n",
       "  -108.0,\n",
       "  38.0,\n",
       "  78.5,\n",
       "  -82.48333,\n",
       "  -88.66667,\n",
       "  16.38333,\n",
       "  101.18333,\n",
       "  107.6,\n",
       "  76.33333,\n",
       "  78.2,\n",
       "  106.0,\n",
       "  -0.05,\n",
       "  2.16667,\n",
       "  -2.5,\n",
       "  84.08333,\n",
       "  9.1,\n",
       "  76.8,\n",
       "  -1.33972,\n",
       "  -5.9,\n",
       "  20.93583,\n",
       "  -98.31667,\n",
       "  -83.75,\n",
       "  -117.18913,\n",
       "  -0.18333,\n",
       "  -93.5,\n",
       "  -101.2,\n",
       "  -117.33333,\n",
       "  -4.1,\n",
       "  -96.46667,\n",
       "  -64.86667,\n",
       "  82.91667,\n",
       "  -8.15,\n",
       "  10.8,\n",
       "  -89.15,\n",
       "  28.41667,\n",
       "  -7.0,\n",
       "  -67.55,\n",
       "  -58.32833,\n",
       "  -3.65,\n",
       "  -3.8,\n",
       "  -105.02325,\n",
       "  -73.83333,\n",
       "  -0.23333,\n",
       "  35.5,\n",
       "  74.83333,\n",
       "  73.11528,\n",
       "  71.46667,\n",
       "  90.65,\n",
       "  86.9,\n",
       "  23.2,\n",
       "  27.16667,\n",
       "  -0.08333,\n",
       "  115.67639,\n",
       "  5.3,\n",
       "  -80.28333,\n",
       "  82.6,\n",
       "  30.16667,\n",
       "  25.8,\n",
       "  -78.08333,\n",
       "  -97.33333,\n",
       "  -98.83333,\n",
       "  16.63333,\n",
       "  -89.00417,\n",
       "  115.83333,\n",
       "  -102.0,\n",
       "  0.7,\n",
       "  131.63333,\n",
       "  10.05,\n",
       "  78.03333,\n",
       "  52.48333,\n",
       "  24.28333,\n",
       "  35.86667,\n",
       "  33.88333,\n",
       "  -11.3715,\n",
       "  -11.34133,\n",
       "  -6.33333,\n",
       "  -80.08333,\n",
       "  16.3,\n",
       "  8.18361,\n",
       "  9.1,\n",
       "  59.31667,\n",
       "  -112.88333,\n",
       "  64.60035,\n",
       "  nan,\n",
       "  129.19,\n",
       "  9.58333,\n",
       "  48.0,\n",
       "  -82.23722,\n",
       "  29.23333,\n",
       "  25.78333,\n",
       "  82.83333,\n",
       "  84.08333,\n",
       "  -109.84817,\n",
       "  -1.16667,\n",
       "  -93.5,\n",
       "  20.33333,\n",
       "  -76.51,\n",
       "  122.33333,\n",
       "  -40.16667,\n",
       "  26.6,\n",
       "  1.66667,\n",
       "  -5.15,\n",
       "  -105.24139,\n",
       "  -89.58333,\n",
       "  -64.55,\n",
       "  -69.04389,\n",
       "  27.0,\n",
       "  -78.06667,\n",
       "  11.5,\n",
       "  -68.75,\n",
       "  16.2,\n",
       "  -79.25,\n",
       "  -105.23333,\n",
       "  -96.91667,\n",
       "  8.3,\n",
       "  109.31667,\n",
       "  81.66667,\n",
       "  83.48333,\n",
       "  -58.05,\n",
       "  76.01667,\n",
       "  79.05,\n",
       "  111.75,\n",
       "  1.05,\n",
       "  -87.33333,\n",
       "  1.56667,\n",
       "  75.5,\n",
       "  5.36667,\n",
       "  2.91667,\n",
       "  -7.46667,\n",
       "  32.5,\n",
       "  61.11667,\n",
       "  -5.01472,\n",
       "  30.1,\n",
       "  -81.88333,\n",
       "  6.81667,\n",
       "  34.0,\n",
       "  76.5,\n",
       "  101.63333,\n",
       "  -79.73333,\n",
       "  33.395,\n",
       "  13.96667,\n",
       "  0.97667,\n",
       "  108.1,\n",
       "  -81.87278,\n",
       "  nan,\n",
       "  -90.28333,\n",
       "  19.38333,\n",
       "  -84.50778,\n",
       "  12.61667,\n",
       "  -47.55,\n",
       "  -100.86667,\n",
       "  76.26667,\n",
       "  -97.58333,\n",
       "  27.3,\n",
       "  -78.13333,\n",
       "  -6.21667,\n",
       "  -84.35,\n",
       "  -84.25,\n",
       "  8.83333,\n",
       "  83.96667,\n",
       "  24.56667,\n",
       "  -87.06667,\n",
       "  8.65,\n",
       "  59.685,\n",
       "  -79.95756,\n",
       "  -80.0,\n",
       "  -74.0,\n",
       "  77.25,\n",
       "  84.76667,\n",
       "  -104.93056,\n",
       "  93.86667,\n",
       "  73.61667,\n",
       "  81.0,\n",
       "  76.525,\n",
       "  71.42722,\n",
       "  75.6,\n",
       "  76.46667,\n",
       "  27.32997,\n",
       "  18.56667,\n",
       "  -60.46667,\n",
       "  111.5,\n",
       "  15.05,\n",
       "  9.55,\n",
       "  90.33333,\n",
       "  25.3,\n",
       "  29.0,\n",
       "  119.03333,\n",
       "  82.45,\n",
       "  120.78333,\n",
       "  112.3,\n",
       "  3.16667,\n",
       "  -6.3,\n",
       "  33.91667,\n",
       "  -86.5,\n",
       "  -82.26,\n",
       "  18.44167,\n",
       "  152.83333,\n",
       "  -8.03333,\n",
       "  128.25,\n",
       "  76.63333,\n",
       "  39.5,\n",
       "  127.26667,\n",
       "  31.31667,\n",
       "  82.0,\n",
       "  151.0,\n",
       "  -96.47167,\n",
       "  15.83333,\n",
       "  11.21667,\n",
       "  13.0,\n",
       "  78.78333,\n",
       "  3.25,\n",
       "  -97.37,\n",
       "  -103.05167,\n",
       "  -104.58817,\n",
       "  12.73333,\n",
       "  37.66667,\n",
       "  4.0,\n",
       "  151.61667,\n",
       "  109.5,\n",
       "  7.35,\n",
       "  6.46667,\n",
       "  81.89167,\n",
       "  44.5,\n",
       "  44.16667,\n",
       "  11.25,\n",
       "  -1.1,\n",
       "  30.83333,\n",
       "  -94.83333,\n",
       "  -97.03333,\n",
       "  -77.53333,\n",
       "  2.81667,\n",
       "  -94.16667,\n",
       "  8.45,\n",
       "  -87.16667,\n",
       "  116.75,\n",
       "  -81.41667,\n",
       "  13.75333,\n",
       "  -96.85,\n",
       "  -97.76667,\n",
       "  -93.66667,\n",
       "  146.85833,\n",
       "  -78.08333,\n",
       "  7.31667,\n",
       "  -83.96667,\n",
       "  7.0,\n",
       "  -87.83333,\n",
       "  113.56694,\n",
       "  130.2,\n",
       "  10.33333,\n",
       "  80.81667,\n",
       "  115.9,\n",
       "  0.4,\n",
       "  12.43333,\n",
       "  12.43333,\n",
       "  30.78333,\n",
       "  68.53333,\n",
       "  -2.18333,\n",
       "  68.53333,\n",
       "  -112.13333,\n",
       "  11.03333,\n",
       "  -2.04167,\n",
       "  11.91667,\n",
       "  136.88333,\n",
       "  13.56667,\n",
       "  9.91667,\n",
       "  6.86667,\n",
       "  107.7,\n",
       "  37.61667,\n",
       "  -0.3,\n",
       "  16.76667,\n",
       "  89.05,\n",
       "  38.08333,\n",
       "  2.25,\n",
       "  11.0,\n",
       "  -79.61667,\n",
       "  45.38333,\n",
       "  18.71667,\n",
       "  30.58333,\n",
       "  15.5,\n",
       "  16.63333,\n",
       "  -58.61667,\n",
       "  122.76389,\n",
       "  105.0,\n",
       "  118.4,\n",
       "  -6.01667,\n",
       "  20.23333,\n",
       "  -0.68333,\n",
       "  13.98333,\n",
       "  76.05,\n",
       "  11.65833,\n",
       "  24.7,\n",
       "  78.56667,\n",
       "  42.41667,\n",
       "  8.38333,\n",
       "  127.5,\n",
       "  139.33333,\n",
       "  3.73333,\n",
       "  16.23333,\n",
       "  -86.6,\n",
       "  82.53333,\n",
       "  75.78333,\n",
       "  -94.51167,\n",
       "  -86.16667,\n",
       "  136.70033,\n",
       "  0.81667,\n",
       "  -1.51667,\n",
       "  22.06194,\n",
       "  13.78333,\n",
       "  35.66667,\n",
       "  -84.1,\n",
       "  17.66667,\n",
       "  130.43333,\n",
       "  -4.23333,\n",
       "  132.38333,\n",
       "  31.47278,\n",
       "  21.2,\n",
       "  -110.18333,\n",
       "  38.41667,\n",
       "  -91.86667,\n",
       "  -157.86667,\n",
       "  115.5,\n",
       "  -100.45,\n",
       "  16.33333,\n",
       "  106.63241,\n",
       "  8.91667,\n",
       "  22.68333,\n",
       "  7.7,\n",
       "  -45.0,\n",
       "  35.0,\n",
       "  82.93333,\n",
       "  28.33333,\n",
       "  -51.83333,\n",
       "  145.36667,\n",
       "  46.66667,\n",
       "  -94.4,\n",
       "  112.0,\n",
       "  -111.3375,\n",
       "  -54.5,\n",
       "  33.8,\n",
       "  -57.95,\n",
       "  -44.33333,\n",
       "  -12.95217,\n",
       "  32.43333,\n",
       "  21.9,\n",
       "  68.41667,\n",
       "  nan,\n",
       "  75.0,\n",
       "  75.33333,\n",
       "  105.8,\n",
       "  20.44167,\n",
       "  nan,\n",
       "  14.05217,\n",
       "  72.38333,\n",
       "  104.91667,\n",
       "  109.5,\n",
       "  126.16667,\n",
       "  70.31333,\n",
       "  24.4,\n",
       "  -104.9,\n",
       "  15.83333,\n",
       "  -0.45,\n",
       "  115.41667,\n",
       "  76.8,\n",
       "  111.2,\n",
       "  118.8,\n",
       "  -7.27,\n",
       "  4.3,\n",
       "  21.3,\n",
       "  8.21667,\n",
       "  78.33333,\n",
       "  79.96667,\n",
       "  30.83333,\n",
       "  48.3,\n",
       "  53.25,\n",
       "  78.51667,\n",
       "  21.66667,\n",
       "  29.5,\n",
       "  73.98333,\n",
       "  81.46667,\n",
       "  139.95667,\n",
       "  75.8,\n",
       "  65.78333,\n",
       "  115.5,\n",
       "  76.3,\n",
       "  33.63333,\n",
       "  73.22329,\n",
       "  73.36667,\n",
       "  81.01667,\n",
       "  35.58333,\n",
       "  7.15,\n",
       "  67.16667,\n",
       "  71.6,\n",
       "  139.91667,\n",
       "  136.76667,\n",
       "  77.58333,\n",
       "  10.08333,\n",
       "  75.81333,\n",
       "  31.78,\n",
       "  112.01667,\n",
       "  29.41822,\n",
       "  -96.0,\n",
       "  86.70278,\n",
       "  -3.3,\n",
       "  -3.08333,\n",
       "  141.61667,\n",
       "  72.3,\n",
       "  83.11667,\n",
       "  35.075,\n",
       "  77.88333,\n",
       "  75.81667,\n",
       "  75.33333,\n",
       "  81.53333,\n",
       "  36.0,\n",
       "  28.0,\n",
       "  10.15,\n",
       "  -11.33333,\n",
       "  138.38333,\n",
       "  34.0,\n",
       "  9.8,\n",
       "  -89.6,\n",
       "  -7.66667,\n",
       "  24.68333,\n",
       "  -95.95,\n",
       "  22.30833,\n",
       "  -80.38333,\n",
       "  10.8,\n",
       "  22.4,\n",
       "  135.16667,\n",
       "  133.95,\n",
       "  139.75,\n",
       "  26.16667,\n",
       "  21.17633,\n",
       "  7.46472,\n",
       "  40.9,\n",
       "  56.08333,\n",
       "  77.0,\n",
       "  30.76667,\n",
       "  31.7,\n",
       "  66.80222,\n",
       "  33.5,\n",
       "  45.0,\n",
       "  61.36667,\n",
       "  59.2,\n",
       "  138.38333,\n",
       "  78.38333,\n",
       "  39.3,\n",
       "  76.03333,\n",
       "  75.33333,\n",
       "  130.63333,\n",
       "  1.75,\n",
       "  -101.28333,\n",
       "  -61.53333,\n",
       "  -58.16667,\n",
       "  5.58333,\n",
       "  82.71667,\n",
       "  0.63333,\n",
       "  76.03333,\n",
       "  78.56667,\n",
       "  1.06667,\n",
       "  5.11667,\n",
       "  16.73333,\n",
       "  126.19611,\n",
       "  16.23333,\n",
       "  115.16667,\n",
       "  -1.11667,\n",
       "  51.56667,\n",
       "  0.43333,\n",
       "  -0.86667,\n",
       "  -99.33333,\n",
       "  28.36667,\n",
       "  -6.96667,\n",
       "  -87.5,\n",
       "  32.85,\n",
       "  3.25,\n",
       "  4.73333,\n",
       "  26.18333,\n",
       "  15.86667,\n",
       "  -8.78333,\n",
       "  12.9,\n",
       "  118.98333,\n",
       "  14.85,\n",
       "  -92.08333,\n",
       "  26.43333,\n",
       "  71.8,\n",
       "  72.62667,\n",
       "  -77.21163,\n",
       "  -0.83333,\n",
       "  -95.15,\n",
       "  -85.75,\n",
       "  19.91667,\n",
       "  75.15,\n",
       "  0.48333,\n",
       "  -84.76667,\n",
       "  103.3,\n",
       "  13.03333,\n",
       "  27.7,\n",
       "  5.0,\n",
       "  29.43333,\n",
       "  97.0,\n",
       "  -36.66667,\n",
       "  35.24222,\n",
       "  31.95,\n",
       "  86.36667,\n",
       "  111.53333,\n",
       "  -3.71667,\n",
       "  -49.93333,\n",
       "  27.51667,\n",
       "  31.65,\n",
       "  95.78333,\n",
       "  9.38333,\n",
       "  -104.0,\n",
       "  31.75,\n",
       "  33.51667,\n",
       "  -63.23333,\n",
       "  26.76667,\n",
       "  62.08333,\n",
       "  86.7,\n",
       "  76.1,\n",
       "  31.6,\n",
       "  44.63333,\n",
       "  72.08333,\n",
       "  nan,\n",
       "  -99.38333,\n",
       "  11.46745,\n",
       "  29.25,\n",
       "  -49.93333,\n",
       "  -91.6,\n",
       "  30.5,\n",
       "  0.15,\n",
       "  48.1,\n",
       "  -84.1,\n",
       "  1.86667,\n",
       "  0.0,\n",
       "  12.61667,\n",
       "  13.13333,\n",
       "  57.0,\n",
       "  12.08333,\n",
       "  -101.68333,\n",
       "  30.0,\n",
       "  34.16667,\n",
       "  -67.5,\n",
       "  77.8,\n",
       "  106.88333,\n",
       "  13.15,\n",
       "  7.21817,\n",
       "  12.06667,\n",
       "  37.66667,\n",
       "  81.98333,\n",
       "  15.56667,\n",
       "  11.1,\n",
       "  3.25,\n",
       "  25.73333,\n",
       "  83.61667,\n",
       "  111.7,\n",
       "  -1.16667,\n",
       "  -90.36556,\n",
       "  30.96667,\n",
       "  133.22,\n",
       "  17.53333,\n",
       "  16.1,\n",
       "  120.36667,\n",
       "  -92.05,\n",
       "  136.93333,\n",
       "  14.7,\n",
       "  120.66667,\n",
       "  16.6,\n",
       "  83.25,\n",
       "  23.0,\n",
       "  5.93333,\n",
       "  24.03333,\n",
       "  -101.1,\n",
       "  174.4,\n",
       "  -1.16667,\n",
       "  26.46667,\n",
       "  -102.85833,\n",
       "  -80.5,\n",
       "  -8.25,\n",
       "  13.35,\n",
       "  1.9625,\n",
       "  1.58333,\n",
       "  27.35,\n",
       "  -79.38333,\n",
       "  -8.33333,\n",
       "  145.6,\n",
       "  78.83333,\n",
       "  18.53333,\n",
       "  5.13333,\n",
       "  10.7,\n",
       "  77.33333,\n",
       "  8.5,\n",
       "  141.7,\n",
       "  4.8,\n",
       "  6.86667,\n",
       "  33.5,\n",
       "  77.01667,\n",
       "  80.83333,\n",
       "  90.21667,\n",
       "  145.2,\n",
       "  -88.1,\n",
       "  85.53333,\n",
       "  72.63333,\n",
       "  1.0,\n",
       "  140.06167,\n",
       "  78.21667,\n",
       "  19.5,\n",
       "  30.35,\n",
       "  100.08333,\n",
       "  79.2,\n",
       "  103.5,\n",
       "  -77.16667,\n",
       "  121.8,\n",
       "  77.0,\n",
       "  51.5,\n",
       "  150.68889,\n",
       "  12.51667,\n",
       "  165.9,\n",
       "  nan,\n",
       "  83.66667,\n",
       "  136.46528,\n",
       "  83.48333,\n",
       "  35.33333,\n",
       "  21.5,\n",
       "  10.80833,\n",
       "  -81.76667,\n",
       "  35.68333,\n",
       "  -90.10976,\n",
       "  111.41667,\n",
       "  -4.38333,\n",
       "  -1.43333,\n",
       "  nan,\n",
       "  nan,\n",
       "  78.63333,\n",
       "  37.33333,\n",
       "  121.48333,\n",
       "  105.90667,\n",
       "  131.56667,\n",
       "  30.7,\n",
       "  -69.48333,\n",
       "  -86.055,\n",
       "  130.75,\n",
       "  -59.83333,\n",
       "  -92.26667,\n",
       "  -99.86667,\n",
       "  11.52722,\n",
       "  46.0,\n",
       "  31.33333,\n",
       "  22.0,\n",
       "  102.46667,\n",
       "  -102.13333,\n",
       "  0.75,\n",
       "  141.86667,\n",
       "  94.91667,\n",
       "  22.025,\n",
       "  55.26667,\n",
       "  8.05,\n",
       "  23.0,\n",
       "  22.03333,\n",
       "  130.2,\n",
       "  23.58333,\n",
       "  8.5,\n",
       "  -5.4,\n",
       "  139.21667,\n",
       "  135.2,\n",
       "  25.5,\n",
       "  8.16667,\n",
       "  -0.03333,\n",
       "  -7.06667,\n",
       "  -2.1,\n",
       "  161.80833,\n",
       "  1.38333,\n",
       "  -81.36222,\n",
       "  6.15,\n",
       "  8.0,\n",
       "  12.93333,\n",
       "  9.4,\n",
       "  140.35,\n",
       "  -95.21667,\n",
       "  0.08,\n",
       "  -6.57717,\n",
       "  -13.1,\n",
       "  -8.28,\n",
       "  16.0,\n",
       "  -5.86667,\n",
       "  28.83333,\n",
       "  -99.3,\n",
       "  25.0,\n",
       "  120.45583,\n",
       "  -89.71667,\n",
       "  -65.1,\n",
       "  118.61667,\n",
       "  -91.5,\n",
       "  -157.78333,\n",
       "  120.7,\n",
       "  124.28333,\n",
       "  -90.5,\n",
       "  -40.7,\n",
       "  -51.66667,\n",
       "  -87.67917,\n",
       "  78.35,\n",
       "  85.4,\n",
       "  -103.4,\n",
       "  82.05,\n",
       "  -48.56667,\n",
       "  14.96667,\n",
       "  91.18333,\n",
       "  25.51667,\n",
       "  77.03333,\n",
       "  35.98333,\n",
       "  43.0,\n",
       "  -3.54217,\n",
       "  -117.93333,\n",
       "  9.25,\n",
       "  -73.91667,\n",
       "  -103.11667,\n",
       "  35.5,\n",
       "  91.0,\n",
       "  -3.43333,\n",
       "  39.43333,\n",
       "  66.08333,\n",
       "  0.42,\n",
       "  -86.63333,\n",
       "  -7.33333,\n",
       "  -99.25,\n",
       "  108.58333,\n",
       "  105.48333,\n",
       "  108.1,\n",
       "  11.50222,\n",
       "  -6.23333,\n",
       "  25.73333,\n",
       "  73.94167,\n",
       "  18.71667,\n",
       "  88.45,\n",
       "  76.0,\n",
       "  -83.51667,\n",
       "  -96.11667,\n",
       "  26.70972,\n",
       "  14.11667,\n",
       "  104.91667,\n",
       "  12.13333,\n",
       "  82.66667,\n",
       "  14.015,\n",
       "  -4.31944,\n",
       "  -103.295,\n",
       "  -8.0,\n",
       "  118.5,\n",
       "  13.94083,\n",
       "  14.03333,\n",
       "  -83.85,\n",
       "  -3.51667,\n",
       "  75.18333,\n",
       "  21.26667,\n",
       "  78.95,\n",
       "  -53.05,\n",
       "  121.5,\n",
       "  106.46667,\n",
       "  28.7,\n",
       "  95.18333,\n",
       "  -0.66667,\n",
       "  126.13333,\n",
       "  0.25,\n",
       "  -65.45,\n",
       "  76.465,\n",
       "  70.2,\n",
       "  37.03333,\n",
       "  82.9,\n",
       "  87.76667,\n",
       "  6.93333,\n",
       "  87.08333,\n",
       "  -100.81667,\n",
       "  72.01667,\n",
       "  115.7,\n",
       "  50.15,\n",
       "  26.53333,\n",
       "  17.98333,\n",
       "  -119.75812,\n",
       "  -5.33333,\n",
       "  111.36667,\n",
       "  11.28333,\n",
       "  -65.28333,\n",
       "  116.13333,\n",
       "  45.66667,\n",
       "  -118.95,\n",
       "  76.66667,\n",
       "  -83.03333,\n",
       "  -102.31667,\n",
       "  -99.03333,\n",
       "  -77.5,\n",
       "  -49.8,\n",
       "  9.51667,\n",
       "  -86.28333,\n",
       "  150.51667,\n",
       "  0.55,\n",
       "  10.8,\n",
       "  -83.95,\n",
       "  -2.51667,\n",
       "  29.83333,\n",
       "  36.53333,\n",
       "  38.76667,\n",
       "  34.5,\n",
       "  82.08333,\n",
       "  91.66667,\n",
       "  14.88333,\n",
       "  1.38333,\n",
       "  0.23333,\n",
       "  136.3,\n",
       "  -122.96944,\n",
       "  4.63333,\n",
       "  11.05,\n",
       "  74.86667,\n",
       "  -117.6625,\n",
       "  13.0,\n",
       "  -71.4,\n",
       "  -100.65,\n",
       "  -51.86667,\n",
       "  -99.33333,\n",
       "  -61.7,\n",
       "  -68.489444,\n",
       "  -49.38056,\n",
       "  46.55,\n",
       "  137.78333,\n",
       "  -0.85,\n",
       "  29.86667,\n",
       "  139.4,\n",
       "  17.56667,\n",
       "  15.05,\n",
       "  -73.95028,\n",
       "  10.46667,\n",
       "  -69.2,\n",
       "  27.13333,\n",
       "  84.78333,\n",
       "  107.33333,\n",
       "  4.98333,\n",
       "  79.0,\n",
       "  -0.05,\n",
       "  140.51167,\n",
       "  79.50083,\n",
       "  23.56667,\n",
       "  -36.76667,\n",
       "  -44.21667,\n",
       "  -6.0,\n",
       "  36.6,\n",
       "  10.71667,\n",
       "  87.3,\n",
       "  -76.7,\n",
       "  -80.16667,\n",
       "  84.83333,\n",
       "  120.06667,\n",
       "  87.5775,\n",
       "  125.66667,\n",
       "  74.83333,\n",
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       "  11.6,\n",
       "  134.65333,\n",
       "  -101.38333,\n",
       "  27.26667,\n",
       "  7.53333,\n",
       "  32.48333,\n",
       "  69.55,\n",
       "  9.2,\n",
       "  -103.66667,\n",
       "  82.58333,\n",
       "  36.13583,\n",
       "  119.86667,\n",
       "  10.86667,\n",
       "  15.6,\n",
       "  35.0,\n",
       "  84.06667,\n",
       "  21.86667,\n",
       "  1.73333,\n",
       "  22.005,\n",
       "  135.33333,\n",
       "  125.0,\n",
       "  23.5,\n",
       "  33.63333,\n",
       "  0.05,\n",
       "  -1.5,\n",
       "  3.75,\n",
       "  -1.15,\n",
       "  -90.23333,\n",
       "  27.41667,\n",
       "  -76.38333,\n",
       "  3.93333,\n",
       "  27.2,\n",
       "  2.95,\n",
       "  14.95,\n",
       "  15.56667,\n",
       "  41.98333,\n",
       "  3.0,\n",
       "  55.98333,\n",
       "  9.05,\n",
       "  -73.13333,\n",
       "  -3.25,\n",
       "  -3.95,\n",
       "  -72.97806,\n",
       "  -90.66667,\n",
       "  16.26333,\n",
       "  113.46667,\n",
       "  78.03333,\n",
       "  84.28333,\n",
       "  133.16667,\n",
       "  84.21667,\n",
       "  -120.90806,\n",
       "  -86.2945,\n",
       "  14.65,\n",
       "  5.41667,\n",
       "  -134.20139,\n",
       "  137.305,\n",
       "  134.9,\n",
       "  nan,\n",
       "  112.76667,\n",
       "  -7.015,\n",
       "  136.23333,\n",
       "  122.9,\n",
       "  10.41667,\n",
       "  43.73333,\n",
       "  44.45,\n",
       "  23.5,\n",
       "  142.95,\n",
       "  26.95,\n",
       "  70.6,\n",
       "  37.15028,\n",
       "  27.58333,\n",
       "  118.99,\n",
       "  17.11667,\n",
       "  -89.68333,\n",
       "  1.53333,\n",
       "  35.2,\n",
       "  79.41667,\n",
       "  -7.61123,\n",
       "  111.53333,\n",
       "  106.58333,\n",
       "  34.76667,\n",
       "  -105.21667,\n",
       "  133.75,\n",
       "  140.86556,\n",
       "  76.86667,\n",
       "  ...],\n",
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       "  '(42.533330, -73.833330)',\n",
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       "  '(33.883330, 35.500000)',\n",
       "  '(20.883330, 74.833330)',\n",
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       "  '(22.683330, 90.650000)',\n",
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       "  '(35.500000, -93.500000)',\n",
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       "  '(3.405000, -76.510000)',\n",
       "  '(11.750000, 122.333330)',\n",
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       "  '(41.250000, 1.666670)',\n",
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       "  '(-6.950000, 108.100000)',\n",
       "  '(32.102500, -81.872780)',\n",
       "  None,\n",
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       "  '(-33.133330, 19.383330)',\n",
       "  '(43.761110, -84.507780)',\n",
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       "  '(-19.850000, -47.550000)',\n",
       "  '(21.166670, -100.866670)',\n",
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       "  '(35.950000, -97.583330)',\n",
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       "  '(54.616670, -6.216670)',\n",
       "  '(36.833330, -84.350000)',\n",
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       "  '(26.916670, 83.966670)',\n",
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       "  '(41.984440, 59.685000)',\n",
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       "  '(28.566670, 77.250000)',\n",
       "  '(51.466670, 84.766670)',\n",
       "  '(39.782500, -104.930560)',\n",
       "  '(26.683330, 93.866670)',\n",
       "  '(25.733330, 73.616670)',\n",
       "  '(19.000000, 81.000000)',\n",
       "  '(24.225000, 76.525000)',\n",
       "  '(22.377780, 71.427220)',\n",
       "  '(14.883330, 75.600000)',\n",
       "  '(32.233330, 76.466670)',\n",
       "  '(37.351720, 27.329970)',\n",
       "  '(-33.750000, 18.566670)',\n",
       "  '(-31.883330, -60.466670)',\n",
       "  '(-7.500000, 111.500000)',\n",
       "  '(12.733330, 15.050000)',\n",
       "  '(36.950000, 9.550000)',\n",
       "  '(23.500000, 90.333330)',\n",
       "  '(50.750000, 25.300000)',\n",
       "  '(40.000000, 29.000000)',\n",
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       "  '(26.250000, 82.000000)',\n",
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       "  '(40.781670, -96.471670)',\n",
       "  '(-17.300000, 15.833330)',\n",
       "  '(48.900000, 11.216670)',\n",
       "  '(56.033330, 13.000000)',\n",
       "  '(28.266670, 78.783330)',\n",
       "  '(34.416670, 3.250000)',\n",
       "  '(25.370000, -97.370000)',\n",
       "  '(19.967220, -103.051670)',\n",
       "  '(39.246670, -104.588170)',\n",
       "  '(50.183330, 12.733330)',\n",
       "  '(47.833330, 37.666670)',\n",
       "  '(51.750000, 4.000000)',\n",
       "  '(-29.466670, 151.616670)',\n",
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       "  '(47.866670, 7.350000)',\n",
       "  '(48.183330, 6.466670)',\n",
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       "  '(1.166670, 44.166670)',\n",
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       "  '(2.883330, 30.833330)',\n",
       "  '(43.416670, -94.833330)',\n",
       "  '(39.750000, -97.033330)',\n",
       "  '(35.550000, -77.533330)',\n",
       "  '(44.383330, 2.816670)',\n",
       "  '(36.050000, -94.166670)',\n",
       "  '(36.883330, 8.450000)',\n",
       "  '(32.533330, -87.166670)',\n",
       "  '(34.600000, 116.750000)',\n",
       "  '(36.100000, -81.416670)',\n",
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       "  '(47.816670, -96.850000)',\n",
       "  '(30.833330, -97.766670)',\n",
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       "  '(-33.350000, 146.858330)',\n",
       "  '(36.783330, -78.083330)',\n",
       "  '(50.950000, 7.316670)',\n",
       "  '(33.016670, -83.966670)',\n",
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       "  '(25.950000, 80.816670)',\n",
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       "  '(7.050000, 12.433330)',\n",
       "  '(7.050000, 12.433330)',\n",
       "  '(51.683330, 30.783330)',\n",
       "  '(27.350000, 68.533330)',\n",
       "  '(11.650000, -2.183330)',\n",
       "  '(27.883330, 68.533330)',\n",
       "  '(41.683330, -112.133330)',\n",
       "  '(12.850000, 11.033330)',\n",
       "  '(14.150830, -2.041670)',\n",
       "  '(12.916670, 11.916670)',\n",
       "  '(35.533330, 136.883330)',\n",
       "  '(37.316670, 13.566670)',\n",
       "  '(9.600000, 9.916670)',\n",
       "  '(52.200000, 6.866670)',\n",
       "  '(-7.250000, 107.700000)',\n",
       "  '(57.350000, 37.616670)',\n",
       "  '(52.459720, -0.300000)',\n",
       "  '(50.666670, 16.766670)',\n",
       "  '(24.233330, 89.050000)',\n",
       "  '(48.283330, 38.083330)',\n",
       "  '(42.900000, 2.250000)',\n",
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       "  '(43.200000, -79.616670)',\n",
       "  '(43.666670, 45.383330)',\n",
       "  '(49.266670, 18.716670)',\n",
       "  '(46.350000, 30.583330)',\n",
       "  '(51.933330, 15.500000)',\n",
       "  '(52.866670, 16.633330)',\n",
       "  '(-33.000000, -58.616670)',\n",
       "  '(39.804170, 122.763890)',\n",
       "  '(24.100000, 105.000000)',\n",
       "  '(37.100000, 118.400000)',\n",
       "  '(38.733330, -6.016670)',\n",
       "  '(43.766670, 20.233330)',\n",
       "  '(13.500000, -0.683330)',\n",
       "  '(9.916670, 13.983330)',\n",
       "  '(22.983330, 76.050000)',\n",
       "  '(11.491670, 11.658330)',\n",
       "  '(42.900000, 24.700000)',\n",
       "  '(13.783330, 78.566670)',\n",
       "  '(9.366670, 42.416670)',\n",
       "  '(51.916670, 8.383330)',\n",
       "  '(35.000000, 127.500000)',\n",
       "  '(35.650000, 139.333330)',\n",
       "  '(50.316670, 3.733330)',\n",
       "  '(57.816670, 16.233330)',\n",
       "  '(41.383330, -86.600000)',\n",
       "  '(26.800000, 82.533330)',\n",
       "  '(28.383330, 75.783330)',\n",
       "  '(32.675000, -94.511670)',\n",
       "  '(38.250000, -86.166670)',\n",
       "  '(35.294500, 136.700330)',\n",
       "  '(28.950000, 0.816670)',\n",
       "  '(51.650000, -1.516670)',\n",
       "  '(60.245560, 22.061940)',\n",
       "  '(55.466670, 13.783330)',\n",
       "  '(27.333330, 35.666670)',\n",
       "  '(10.000000, -84.100000)',\n",
       "  '(59.850000, 17.666670)',\n",
       "  '(33.600000, 130.433330)',\n",
       "  '(55.900000, -4.233330)',\n",
       "  '(34.450000, 132.383330)',\n",
       "  '(1.345000, 31.472780)',\n",
       "  '(64.433330, 21.200000)',\n",
       "  '(34.900000, -110.183330)',\n",
       "  '(9.066670, 38.416670)',\n",
       "  '(41.800000, -91.866670)',\n",
       "  '(21.300000, -157.866670)',\n",
       "  '(35.666670, 115.500000)',\n",
       "  '(39.350000, -100.450000)',\n",
       "  '(46.100000, 16.333330)',\n",
       "  '(26.464690, 106.632410)',\n",
       "  '(50.300000, 8.916670)',\n",
       "  '(61.183330, 22.683330)',\n",
       "  '(52.283330, 7.700000)',\n",
       "  '(-20.000000, -45.000000)',\n",
       "  '(38.000000, 35.000000)',\n",
       "  '(58.200000, 82.933330)',\n",
       "  '(-32.100000, 28.333330)',\n",
       "  '(-23.200000, -51.833330)',\n",
       "  '(-6.033330, 145.366670)',\n",
       "  '(39.750000, 46.666670)',\n",
       "  '(39.083330, -94.400000)',\n",
       "  '(41.000000, 112.000000)',\n",
       "  '(53.415000, -111.337500)',\n",
       "  '(-25.500000, -54.500000)',\n",
       "  '(-8.933330, 33.800000)',\n",
       "  '(-31.183330, -57.950000)',\n",
       "  '(-3.400000, -44.333330)',\n",
       "  '(26.590830, -12.952170)',\n",
       "  '(-8.416670, 32.433330)',\n",
       "  '(-32.500000, 21.900000)',\n",
       "  '(26.750000, 68.416670)',\n",
       "  None,\n",
       "  '(31.000000, 75.000000)',\n",
       "  '(18.750000, 75.333330)',\n",
       "  '(39.700000, 105.800000)',\n",
       "  '(43.833330, 20.441670)',\n",
       "  None,\n",
       "  '(46.421370, 14.052170)',\n",
       "  '(31.300000, 72.383330)',\n",
       "  '(31.916670, 104.916670)',\n",
       "  '(30.808330, 109.500000)',\n",
       "  '(44.050000, 126.166670)',\n",
       "  '(22.680000, 70.313330)',\n",
       "  '(55.700000, 24.400000)',\n",
       "  '(40.350000, -104.900000)',\n",
       "  '(-11.850000, 15.833330)',\n",
       "  '(45.433330, -0.450000)',\n",
       "  '(35.500000, 115.416670)',\n",
       "  '(12.850000, 76.800000)',\n",
       "  '(-7.716670, 111.200000)',\n",
       "  '(35.200000, 118.800000)',\n",
       "  '(38.740280, -7.270000)',\n",
       "  '(44.716670, 4.300000)',\n",
       "  '(47.350000, 21.300000)',\n",
       "  '(11.850000, 8.216670)',\n",
       "  '(27.083330, 78.333330)',\n",
       "  '(27.250000, 79.966670)',\n",
       "  '(49.866670, 30.833330)',\n",
       "  '(15.000000, 48.300000)',\n",
       "  '(55.433330, 53.250000)',\n",
       "  '(12.383330, 78.516670)',\n",
       "  '(45.133330, 21.666670)',\n",
       "  '(-6.833330, 29.500000)',\n",
       "  '(17.833330, 73.983330)',\n",
       "  '(26.033330, 81.466670)',\n",
       "  '(36.041670, 139.956670)',\n",
       "  '(14.183330, 75.800000)',\n",
       "  '(31.600000, 65.783330)',\n",
       "  '(-7.000000, 115.500000)',\n",
       "  '(32.083330, 76.300000)',\n",
       "  '(4.700000, 33.633330)',\n",
       "  '(20.339160, 73.223290)',\n",
       "  '(42.450000, 73.366670)',\n",
       "  '(47.216670, 81.016670)',\n",
       "  '(-3.500000, 35.583330)',\n",
       "  '(12.900000, 7.150000)',\n",
       "  '(27.800000, 67.166670)',\n",
       "  '(31.583330, 71.600000)',\n",
       "  '(-35.083330, 139.916670)',\n",
       "  '(35.366670, 136.766670)',\n",
       "  '(29.583330, 77.583330)',\n",
       "  '(11.333330, 10.083330)',\n",
       "  '(25.143330, 75.813330)',\n",
       "  '(39.263330, 31.780000)',\n",
       "  '(-7.750000, 112.016670)',\n",
       "  '(36.541940, 29.418220)',\n",
       "  '(29.450000, -96.000000)',\n",
       "  '(20.462500, 86.702780)',\n",
       "  '(48.400000, -3.300000)',\n",
       "  '(48.116670, -3.083330)',\n",
       "  '(38.983330, 141.616670)',\n",
       "  '(29.533330, 72.300000)',\n",
       "  '(25.550000, 83.116670)',\n",
       "  '(50.625000, 35.075000)',\n",
       "  '(26.950000, 77.883330)',\n",
       "  '(28.016670, 75.816670)',\n",
       "  '(56.750000, 75.333330)',\n",
       "  '(25.100000, 81.533330)',\n",
       "  '(16.000000, 36.000000)',\n",
       "  '(14.000000, 28.000000)',\n",
       "  '(54.400000, 10.150000)',\n",
       "  '(16.583330, -11.333330)',\n",
       "  '(36.850000, 138.383330)',\n",
       "  '(55.000000, 34.000000)',\n",
       "  '(12.766670, 9.800000)',\n",
       "  '(43.583330, -89.600000)',\n",
       "  '(54.666670, -7.666670)',\n",
       "  '(11.633330, 24.683330)',\n",
       "  '(30.750000, -95.950000)',\n",
       "  '(48.166670, 22.308330)',\n",
       "  '(43.383330, -80.383330)',\n",
       "  '(51.600000, 10.800000)',\n",
       "  '(48.900000, 22.400000)',\n",
       "  '(34.733330, 135.166670)',\n",
       "  '(34.300000, 133.950000)',\n",
       "  '(35.733330, 139.750000)',\n",
       "  '(42.516670, 26.166670)',\n",
       "  '(48.763670, 21.176330)',\n",
       "  '(49.326940, 7.464720)',\n",
       "  '(54.033330, 40.900000)',\n",
       "  '(54.333330, 56.083330)',\n",
       "  '(56.800000, 77.000000)',\n",
       "  '(47.833330, 30.766670)',\n",
       "  '(51.150000, 31.700000)',\n",
       "  '(30.731110, 66.802220)',\n",
       "  '(50.750000, 33.500000)',\n",
       "  '(41.116670, 45.000000)',\n",
       "  '(55.783330, 61.366670)',\n",
       "  '(42.250000, 59.200000)',\n",
       "  '(37.050000, 138.383330)',\n",
       "  '(29.683330, 78.383330)',\n",
       "  '(44.516670, 39.300000)',\n",
       "  '(10.833330, 76.033330)',\n",
       "  '(55.200000, 75.333330)',\n",
       "  '(32.033330, 130.633330)',\n",
       "  '(47.083330, 1.750000)',\n",
       "  '(20.666670, -101.283330)',\n",
       "  '(-37.333330, -61.533330)',\n",
       "  '(-31.233330, -58.166670)',\n",
       "  '(44.283330, 5.583330)',\n",
       "  '(26.783330, 82.716670)',\n",
       "  '(48.766670, 0.633330)',\n",
       "  '(21.866670, 76.033330)',\n",
       "  '(24.450000, 78.566670)',\n",
       "  '(47.700000, 1.066670)',\n",
       "  '(43.750000, 5.116670)',\n",
       "  '(58.850000, 16.733330)',\n",
       "  '(46.241670, 126.196110)',\n",
       "  '(47.750000, 16.233330)',\n",
       "  '(33.133330, 115.166670)',\n",
       "  '(51.900000, -1.116670)',\n",
       "  '(52.450000, 51.566670)',\n",
       "  '(47.166670, 0.433330)',\n",
       "  '(48.533330, -0.866670)',\n",
       "  '(35.883330, -99.333330)',\n",
       "  '(-25.666670, 28.366670)',\n",
       "  '(52.666670, -6.966670)',\n",
       "  '(34.583330, -87.500000)',\n",
       "  '(52.266670, 32.850000)',\n",
       "  '(48.350000, 3.250000)',\n",
       "  '(50.366670, 4.733330)',\n",
       "  '(-26.150000, 26.183330)',\n",
       "  '(56.650000, 15.866670)',\n",
       "  '(52.566670, -8.783330)',\n",
       "  '(52.750000, 12.900000)',\n",
       "  '(31.633330, 118.983330)',\n",
       "  '(50.200000, 14.850000)',\n",
       "  '(37.916670, -92.083330)',\n",
       "  '(56.000000, 26.433330)',\n",
       "  '(29.533330, 71.800000)',\n",
       "  '(26.965560, 72.626670)',\n",
       "  '(38.700660, -77.211630)',\n",
       "  '(38.000000, -0.833330)',\n",
       "  '(36.008330, -95.150000)',\n",
       "  '(38.250000, -85.750000)',\n",
       "  '(52.000000, 19.916670)',\n",
       "  '(24.950000, 75.150000)',\n",
       "  '(47.850000, 0.483330)',\n",
       "  '(32.033330, -84.766670)',\n",
       "  '(24.800000, 103.300000)',\n",
       "  '(56.216670, 13.033330)',\n",
       "  '(61.200000, 27.700000)',\n",
       "  '(46.216670, 5.000000)',\n",
       "  '(-7.216670, 29.433330)',\n",
       "  '(19.000000, 97.000000)',\n",
       "  '(-5.200000, -36.666670)',\n",
       "  '(-15.212220, 35.242220)',\n",
       "  '(-28.833330, 31.950000)',\n",
       "  '(25.916670, 86.366670)',\n",
       "  '(-7.750000, 111.533330)',\n",
       "  '(40.416670, -3.716670)',\n",
       "  '(-26.166670, -49.933330)',\n",
       "  '(37.866670, 27.516670)',\n",
       "  '(-19.483330, 31.650000)',\n",
       "  '(27.666670, 95.783330)',\n",
       "  '(12.833330, 9.383330)',\n",
       "  '(32.216670, -104.000000)',\n",
       "  '(9.500000, 31.750000)',\n",
       "  '(-3.133330, 33.516670)',\n",
       "  '(-28.933330, -63.233330)',\n",
       "  '(-29.450000, 26.766670)',\n",
       "  '(45.216670, 62.083330)',\n",
       "  '(23.050000, 86.700000)',\n",
       "  '(20.966670, 76.100000)',\n",
       "  '(-17.650000, 31.600000)',\n",
       "  '(45.816670, 44.633330)',\n",
       "  '(34.233330, 72.083330)',\n",
       "  None,\n",
       "  '(42.716670, -99.383330)',\n",
       "  '(54.761830, 11.467450)',\n",
       "  '(4.666670, 29.250000)',\n",
       "  '(-22.250000, -49.933330)',\n",
       "  '(41.900000, -91.600000)',\n",
       "  '(61.500000, 30.500000)',\n",
       "  '(44.500000, 0.150000)',\n",
       "  '(-14.200000, 48.100000)',\n",
       "  '(35.800000, -84.100000)',\n",
       "  '(45.366670, 1.866670)',\n",
       "  '(0.000000, 0.000000)',\n",
       "  '(48.133330, 12.616670)',\n",
       "  '(48.183330, 13.133330)',\n",
       "  '(-20.000000, 57.000000)',\n",
       "  '(8.966670, 12.083330)',\n",
       "  '(24.683330, -101.683330)',\n",
       "  '(-1.216670, 30.000000)',\n",
       "  '(1.066670, 34.166670)',\n",
       "  '(-27.250000, -67.500000)',\n",
       "  '(29.016670, 77.800000)',\n",
       "  '(-6.233330, 106.883330)',\n",
       "  '(53.183330, 13.150000)',\n",
       "  '(46.818670, 7.218170)',\n",
       "  '(55.050000, 12.066670)',\n",
       "  '(0.000000, 37.666670)',\n",
       "  '(25.483330, 81.983330)',\n",
       "  '(38.183330, 15.566670)',\n",
       "  '(50.583330, 11.100000)',\n",
       "  '(45.766670, 3.250000)',\n",
       "  '(46.500000, 25.733330)',\n",
       "  '(25.900000, 83.616670)',\n",
       "  '(34.800000, 111.700000)',\n",
       "  '(54.566670, -1.166670)',\n",
       "  '(42.907500, -90.365560)',\n",
       "  '(48.066670, 30.966670)',\n",
       "  '(35.568330, 133.220000)',\n",
       "  '(46.233330, 17.533330)',\n",
       "  '(46.183330, 16.100000)',\n",
       "  '(-26.450000, 120.366670)',\n",
       "  '(35.400000, -92.050000)',\n",
       "  '(35.078330, 136.933330)',\n",
       "  '(37.283330, 14.700000)',\n",
       "  '(32.333330, 120.666670)',\n",
       "  '(47.700000, 16.600000)',\n",
       "  '(25.683330, 83.250000)',\n",
       "  '(56.666670, 23.000000)',\n",
       "  '(61.733330, 5.933330)',\n",
       "  '(46.800000, 24.033330)',\n",
       "  '(38.500000, -101.100000)',\n",
       "  '(-39.633330, 174.400000)',\n",
       "  '(38.116670, -1.166670)',\n",
       "  '(-31.250000, 26.466670)',\n",
       "  '(31.608330, -102.858330)',\n",
       "  '(35.250000, -80.500000)',\n",
       "  '(38.016670, -8.250000)',\n",
       "  '(43.266670, 13.350000)',\n",
       "  '(43.390560, 1.962500)',\n",
       "  '(47.633330, 1.583330)',\n",
       "  '(-15.966670, 27.350000)',\n",
       "  '(35.416670, -79.383330)',\n",
       "  '(52.450000, -8.333330)',\n",
       "  '(-40.975000, 145.600000)',\n",
       "  '(28.783330, 78.833330)',\n",
       "  '(49.600000, 18.533330)',\n",
       "  '(44.600000, 5.133330)',\n",
       "  '(59.433330, 10.700000)',\n",
       "  '(26.833330, 77.333330)',\n",
       "  '(45.200000, 8.500000)',\n",
       "  '(-29.800000, 141.700000)',\n",
       "  '(18.700000, 4.800000)',\n",
       "  '(44.083330, 6.866670)',\n",
       "  '(-11.500000, 33.500000)',\n",
       "  '(12.633330, 77.016670)',\n",
       "  '(9.333330, 80.833330)',\n",
       "  '(24.500000, 90.216670)',\n",
       "  '(-36.616670, 145.200000)',\n",
       "  '(36.600000, -88.100000)',\n",
       "  '(26.133330, 85.533330)',\n",
       "  '(23.050000, 72.633330)',\n",
       "  '(12.000000, 1.000000)',\n",
       "  '(38.121670, 140.061670)',\n",
       "  '(26.983330, 78.216670)',\n",
       "  '(49.166670, 19.500000)',\n",
       "  '(31.316670, 30.350000)',\n",
       "  '(13.733330, 100.083330)',\n",
       "  '(12.283330, 79.200000)',\n",
       "  '(35.666670, 103.500000)',\n",
       "  '(38.416670, -77.166670)',\n",
       "  '(32.116670, 121.800000)',\n",
       "  '(19.250000, 77.000000)',\n",
       "  '(33.750000, 51.500000)',\n",
       "  '(-34.050000, 150.688890)',\n",
       "  '(42.516670, 12.516670)',\n",
       "  '(-21.733330, 165.900000)',\n",
       "  None,\n",
       "  '(21.250000, 83.666670)',\n",
       "  '(36.449170, 136.465280)',\n",
       "  '(18.683330, 83.483330)',\n",
       "  '(9.500000, 35.333330)',\n",
       "  '(56.500000, 21.500000)',\n",
       "  '(47.525000, 10.808330)',\n",
       "  '(40.000000, -81.766670)',\n",
       "  '(15.366670, 35.683330)',\n",
       "  '(29.947180, -90.109760)',\n",
       "  '(-7.450000, 111.416670)',\n",
       "  '(13.850000, -4.383330)',\n",
       "  '(49.033330, -1.433330)',\n",
       "  None,\n",
       "  None,\n",
       "  '(52.450000, 78.633330)',\n",
       "  '(56.116670, 37.333330)',\n",
       "  '(29.866670, 121.483330)',\n",
       "  '(32.925000, 105.906670)',\n",
       "  '(34.200000, 131.566670)',\n",
       "  '(-28.566670, 30.700000)',\n",
       "  '(44.083330, -69.483330)',\n",
       "  '(40.085280, -86.055000)',\n",
       "  '(33.725000, 130.750000)',\n",
       "  '(-32.366670, -59.833330)',\n",
       "  '(36.216670, -92.266670)',\n",
       "  '(39.683330, -99.866670)',\n",
       "  '(45.291670, 11.527220)',\n",
       "  '(54.816670, 46.000000)',\n",
       "  '(58.550000, 31.333330)',\n",
       "  '(56.000000, 22.000000)',\n",
       "  '(42.916670, 102.466670)',\n",
       "  '(24.300000, -102.133330)',\n",
       "  '(41.633330, 0.750000)',\n",
       "  '(43.333330, 141.866670)',\n",
       "  '(21.208330, 94.916670)',\n",
       "  '(47.550000, 22.025000)',\n",
       "  '(57.783330, 55.266670)',\n",
       "  '(52.283330, 8.050000)',\n",
       "  '(58.500000, 23.000000)',\n",
       "  '(47.883330, 22.033330)',\n",
       "  '(33.283330, 130.200000)',\n",
       "  '(46.066670, 23.583330)',\n",
       "  '(6.750000, 8.500000)',\n",
       "  '(38.183330, -5.400000)',\n",
       "  '(36.183330, 139.216670)',\n",
       "  '(35.083330, 135.200000)',\n",
       "  '(50.833330, 25.500000)',\n",
       "  '(52.950000, 8.166670)',\n",
       "  '(39.000000, -0.033330)',\n",
       "  '(38.716670, -7.066670)',\n",
       "  '(39.566670, -2.100000)',\n",
       "  '(64.020000, 161.808330)',\n",
       "  '(43.883330, 1.383330)',\n",
       "  '(28.547500, -81.362220)',\n",
       "  '(47.116670, 6.150000)',\n",
       "  '(48.500000, 8.000000)',\n",
       "  '(42.133330, 12.933330)',\n",
       "  '(58.883330, 9.400000)',\n",
       "  '(38.400000, 140.350000)',\n",
       "  '(38.600000, -95.216670)',\n",
       "  '(12.900000, 0.080000)',\n",
       "  '(30.180000, -6.577170)',\n",
       "  '(24.300000, -13.100000)',\n",
       "  '(37.608330, -8.280000)',\n",
       "  '(-18.000000, 16.000000)',\n",
       "  '(43.400000, -5.866670)',\n",
       "  '(51.333330, 28.833330)',\n",
       "  '(21.050000, -99.300000)',\n",
       "  '(55.666670, 25.000000)',\n",
       "  '(17.743330, 120.455830)',\n",
       "  '(32.316670, -89.716670)',\n",
       "  '(-23.116670, -65.100000)',\n",
       "  '(43.483330, 118.616670)',\n",
       "  '(39.800000, -91.500000)',\n",
       "  '(21.300000, -157.783330)',\n",
       "  '(15.083330, 120.700000)',\n",
       "  '(8.066670, 124.283330)',\n",
       "  '(36.066670, -90.500000)',\n",
       "  '(-6.233330, -40.700000)',\n",
       "  '(-19.133330, -51.666670)',\n",
       "  '(41.484720, -87.679170)',\n",
       "  '(9.233330, 78.350000)',\n",
       "  '(26.200000, 85.400000)',\n",
       "  '(36.216670, -103.400000)',\n",
       "  '(20.936940, 82.050000)',\n",
       "  '(-19.533330, -48.566670)',\n",
       "  '(38.133330, 14.966670)',\n",
       "  '(23.150000, 91.183330)',\n",
       "  '(43.466670, 25.516670)',\n",
       "  '(52.300000, 77.033330)',\n",
       "  '(48.533330, 35.983330)',\n",
       "  '(52.033330, 43.000000)',\n",
       "  '(11.333670, -3.542170)',\n",
       "  '(56.133330, -117.933330)',\n",
       "  '(51.666670, 9.250000)',\n",
       "  '(41.283330, -73.916670)',\n",
       "  '(30.125000, -103.116670)',\n",
       "  '(-10.666670, 35.500000)',\n",
       "  '(23.325000, 91.000000)',\n",
       "  '(56.400000, -3.433330)',\n",
       "  '(56.633330, 39.433330)',\n",
       "  '(55.500000, 66.083330)',\n",
       "  '(14.052000, 0.420000)',\n",
       "  '(35.300000, -86.633330)',\n",
       "  '(53.533330, -7.333330)',\n",
       "  '(40.000000, -99.250000)',\n",
       "  '(11.250000, 108.583330)',\n",
       "  '(12.000000, 105.483330)',\n",
       "  '(15.716670, 108.100000)',\n",
       "  '(44.244170, 11.502220)',\n",
       "  '(41.366670, -6.233330)',\n",
       "  '(58.666670, 25.733330)',\n",
       "  '(26.034720, 73.941670)',\n",
       "  '(-32.866670, 18.716670)',\n",
       "  '(25.800000, 88.450000)',\n",
       "  '(29.583330, 76.000000)',\n",
       "  '(31.950000, -83.516670)',\n",
       "  '(30.700000, -96.116670)',\n",
       "  '(45.275000, 26.709720)',\n",
       "  '(50.533330, 14.116670)',\n",
       "  '(11.583330, 104.916670)',\n",
       "  '(50.933330, 12.133330)',\n",
       "  '(26.716670, 82.666670)',\n",
       "  '(66.348330, 14.015000)',\n",
       "  '(53.036390, -4.319440)',\n",
       "  '(34.175000, -103.295000)',\n",
       "  '(38.500000, -8.000000)',\n",
       "  '(31.416670, 118.500000)',\n",
       "  '(48.302500, 13.940830)',\n",
       "  '(49.666670, 14.033330)',\n",
       "  '(39.116670, -83.850000)',\n",
       "  '(39.350000, -3.516670)',\n",
       "  '(23.366670, 75.183330)',\n",
       "  '(52.766670, 21.266670)',\n",
       "  '(13.333330, 78.950000)',\n",
       "  '(-29.033330, -53.050000)',\n",
       "  '(32.083330, 121.500000)',\n",
       "  '(26.533330, 106.466670)',\n",
       "  '(-30.116670, 28.700000)',\n",
       "  '(17.766670, 95.183330)',\n",
       "  '(39.000000, -0.666670)',\n",
       "  '(44.616670, 126.133330)',\n",
       "  '(46.600000, 0.250000)',\n",
       "  '(-26.666670, -65.450000)',\n",
       "  '(27.725280, 76.465000)',\n",
       "  '(28.225000, 70.200000)',\n",
       "  '(52.983330, 37.033330)',\n",
       "  '(26.450000, 82.900000)',\n",
       "  '(24.166670, 87.766670)',\n",
       "  '(51.883330, 6.933330)',\n",
       "  '(23.983330, 87.083330)',\n",
       "  '(19.866670, -100.816670)',\n",
       "  '(25.383330, 72.016670)',\n",
       "  '(38.200000, 115.700000)',\n",
       "  '(26.666670, 50.150000)',\n",
       "  '(43.500000, 26.533330)',\n",
       "  '(52.200000, 17.983330)',\n",
       "  '(38.137420, -119.758120)',\n",
       "  '(42.475000, -5.333330)',\n",
       "  '(-6.733330, 111.366670)',\n",
       "  '(44.766670, 11.283330)',\n",
       "  '(-32.750000, -65.283330)',\n",
       "  '(38.666670, 116.133330)',\n",
       "  '(48.600000, 45.666670)',\n",
       "  '(51.333330, -118.950000)',\n",
       "  '(28.200000, 76.666670)',\n",
       "  '(35.033330, -83.033330)',\n",
       "  '(46.883330, -102.316670)',\n",
       "  '(31.250000, -99.033330)',\n",
       "  '(37.466670, -77.500000)',\n",
       "  '(-26.100000, -49.800000)',\n",
       "  '(45.483330, 9.516670)',\n",
       "  '(41.083330, -86.283330)',\n",
       "  '(-23.383330, 150.516670)',\n",
       "  '(42.300000, 0.550000)',\n",
       "  '(50.350000, 10.800000)',\n",
       "  '(44.516670, -83.950000)',\n",
       "  '(52.766670, -2.516670)',\n",
       "  '(-1.450000, 29.833330)',\n",
       "  '(0.266670, 36.533330)',\n",
       "  '(-10.266670, 38.766670)',\n",
       "  '(51.133330, 34.500000)',\n",
       "  '(27.433330, 82.083330)',\n",
       "  '(23.083330, 91.666670)',\n",
       "  '(51.533330, 14.883330)',\n",
       "  '(43.733330, 1.383330)',\n",
       "  '(45.300000, 0.233330)',\n",
       "  '(35.666670, 136.300000)',\n",
       "  '(44.979170, -122.969440)',\n",
       "  '(46.050000, 4.633330)',\n",
       "  '(52.750000, 11.050000)',\n",
       "  '(25.666670, 74.866670)',\n",
       "  '(33.484720, -117.662500)',\n",
       "  '(43.666670, 13.000000)',\n",
       "  '(-31.016670, -71.400000)',\n",
       "  '(19.766670, -100.650000)',\n",
       "  '(-29.200000, -51.866670)',\n",
       "  '(24.166670, -99.333330)',\n",
       "  '(-33.900000, -61.700000)',\n",
       "  '(-31.535556, -68.489444)',\n",
       "  '(-20.810000, -49.380560)',\n",
       "  '(52.550000, 46.550000)',\n",
       "  '(34.716670, 137.783330)',\n",
       "  '(43.150000, -0.850000)',\n",
       "  '(47.216670, 29.866670)',\n",
       "  '(35.866670, 139.400000)',\n",
       "  '(49.233330, 17.566670)',\n",
       "  '(53.350000, 15.050000)',\n",
       "  '(42.860830, -73.950280)',\n",
       "  '(48.116670, 10.466670)',\n",
       "  '(44.366670, -69.200000)',\n",
       "  '(38.300000, 27.133330)',\n",
       "  '(26.750000, 84.783330)',\n",
       "  '(-7.233330, 107.333330)',\n",
       "  '(22.833330, 4.983330)',\n",
       "  '(22.250000, 79.000000)',\n",
       "  '(41.716670, -0.050000)',\n",
       "  '(39.438330, 140.511670)',\n",
       "  '(21.683890, 79.500830)',\n",
       "  '(41.050000, 23.566670)',\n",
       "  '(-8.383330, -36.766670)',\n",
       "  '(-19.466670, -44.216670)',\n",
       "  '(37.416670, -6.000000)',\n",
       "  '(50.616670, 36.600000)',\n",
       "  '(34.750000, 10.716670)',\n",
       "  '(23.100000, 87.300000)',\n",
       "  '(37.833330, -76.700000)',\n",
       "  '(44.050000, -80.166670)',\n",
       "  '(24.550000, 84.833330)',\n",
       "  '(33.650000, 120.066670)',\n",
       "  '(25.850000, 87.577500)',\n",
       "  '(43.500000, 125.666670)',\n",
       "  '(33.716670, 74.833330)',\n",
       "  '(24.333330, 90.166670)',\n",
       "  '(43.116670, 11.600000)',\n",
       "  '(46.160000, 134.653330)',\n",
       "  '(20.933330, -101.383330)',\n",
       "  '(44.116670, 27.266670)',\n",
       "  '(49.983330, 7.533330)',\n",
       "  '(30.900000, 32.483330)',\n",
       "  '(26.216670, 69.550000)',\n",
       "  '(39.300000, 9.200000)',\n",
       "  '(42.583330, -103.666670)',\n",
       "  '(20.916670, 82.583330)',\n",
       "  '(39.824670, 36.135830)',\n",
       "  '(32.433330, 119.866670)',\n",
       "  '(59.733330, 10.866670)',\n",
       "  '(45.683330, 15.600000)',\n",
       "  '(55.000000, 35.000000)',\n",
       "  '(27.133330, 84.066670)',\n",
       "  '(43.666670, 21.866670)',\n",
       "  '(47.366670, 1.733330)',\n",
       "  '(54.008830, 22.005000)',\n",
       "  '(35.166670, 135.333330)',\n",
       "  '(45.250000, 125.000000)',\n",
       "  '(44.416670, 23.500000)',\n",
       "  '(1.700000, 33.633330)',\n",
       "  '(44.750000, 0.050000)',\n",
       "  '(46.950000, -1.500000)',\n",
       "  '(51.050000, 3.750000)',\n",
       "  '(48.016670, -1.150000)',\n",
       "  '(38.700000, -90.233330)',\n",
       "  '(-32.016670, 27.416670)',\n",
       "  '(38.166670, -76.383330)',\n",
       "  '(48.450000, 3.933330)',\n",
       "  '(61.650000, 27.200000)',\n",
       "  '(43.433330, 2.950000)',\n",
       "  '(59.933330, 14.950000)',\n",
       "  '(49.283330, 15.566670)',\n",
       "  '(45.050000, 41.983330)',\n",
       "  '(50.766670, 3.000000)',\n",
       "  '(53.666670, 55.983330)',\n",
       "  '(52.533330, 9.050000)',\n",
       "  '(41.200000, -73.133330)',\n",
       "  '(56.583330, -3.250000)',\n",
       "  '(50.383330, -3.950000)',\n",
       "  '(45.968610, -72.978060)',\n",
       "  '(36.483330, -90.666670)',\n",
       "  '(50.538060, 16.263330)',\n",
       "  '(31.616670, 113.466670)',\n",
       "  '(12.666670, 78.033330)',\n",
       "  '(25.933330, 84.283330)',\n",
       "  '(44.866670, 133.166670)',\n",
       "  '(26.716670, 84.216670)',\n",
       "  '(38.803890, -120.908060)',\n",
       "  '(33.188360, -86.294500)',\n",
       "  '(49.400000, 14.650000)',\n",
       "  '(36.183330, 5.416670)',\n",
       "  '(59.704440, -134.201390)',\n",
       "  '(34.720000, 137.305000)',\n",
       "  '(35.383330, 134.900000)',\n",
       "  None,\n",
       "  '(-7.750000, 112.766670)',\n",
       "  '(31.163330, -7.015000)',\n",
       "  '(35.433330, 136.233330)',\n",
       "  '(45.400000, 122.900000)',\n",
       "  '(32.950000, 10.416670)',\n",
       "  '(19.383330, 43.733330)',\n",
       "  '(35.133330, 44.450000)',\n",
       "  '(46.716670, 23.500000)',\n",
       "  '(-25.733330, 142.950000)',\n",
       "  '(58.033330, 26.950000)',\n",
       "  '(33.400000, 70.600000)',\n",
       "  '(-1.002780, 37.150280)',\n",
       "  '(-29.333330, 27.583330)',\n",
       "  '(32.946670, 118.990000)',\n",
       "  '(49.600000, 17.116670)',\n",
       "  '(38.200000, -89.683330)',\n",
       "  '(14.250000, 1.533330)',\n",
       "  '(54.500000, 35.200000)',\n",
       "  '(13.633330, 79.416670)',\n",
       "  '(29.481950, -7.611230)',\n",
       "  '(-7.083330, 111.533330)',\n",
       "  '(-6.666670, 106.583330)',\n",
       "  '(47.850000, 34.766670)',\n",
       "  '(20.166670, -105.216670)',\n",
       "  '(34.500000, 133.750000)',\n",
       "  '(38.366670, 140.865560)',\n",
       "  '(24.650000, 76.866670)',\n",
       "  ...]}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.set_buffer()\n",
    "df.ext.get_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45716\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'frequency': {'id': {'values': [{'value': '2', 'count': 1},\n",
       "    {'value': '6', 'count': 1},\n",
       "    {'value': '379', 'count': 1},\n",
       "    {'value': '392', 'count': 1},\n",
       "    {'value': '398', 'count': 1},\n",
       "    {'value': '423', 'count': 1},\n",
       "    {'value': '424', 'count': 1},\n",
       "    {'value': '425', 'count': 1},\n",
       "    {'value': '427', 'count': 1},\n",
       "    {'value': '432', 'count': 1}],\n",
       "   'count_uniques': 'N/A'}}}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency(\"id\", n=10, count_uniques=True, compute=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('year', <pyspark.resultiterable.ResultIterable at 0x18cc1604588>),\n",
       " ('reclat', <pyspark.resultiterable.ResultIterable at 0x18cc1626188>),\n",
       " ('reclong', <pyspark.resultiterable.ResultIterable at 0x18cc1a5b7c8>),\n",
       " ('GeoLocation', <pyspark.resultiterable.ResultIterable at 0x18cc1609b08>),\n",
       " ('recclass', <pyspark.resultiterable.ResultIterable at 0x18cc1604708>),\n",
       " ('name', <pyspark.resultiterable.ResultIterable at 0x18cc2013608>),\n",
       " ('fall', <pyspark.resultiterable.ResultIterable at 0x18cc26fbec8>),\n",
       " ('id', <pyspark.resultiterable.ResultIterable at 0x18cc202b4c8>),\n",
       " ('mass (g)', <pyspark.resultiterable.ResultIterable at 0x18cc20136c8>),\n",
       " ('nametype', <pyspark.resultiterable.ResultIterable at 0x18cc3181308>)]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df.data.select(\"*\").rdd\n",
    "    .flatMap(lambda x: x.asDict().items())\n",
    "    .map(lambda x: (x, 1))\n",
    "    .reduceByKey(lambda a, b: a + b)\n",
    "    .groupBy(lambda x: x[0][0])\n",
    "    ).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type0 str\n",
      "func_return_type1 str\n",
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'name' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'id' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'nametype' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'recclass' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'mass (g)' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'fall' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'year' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'reclat' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'reclong' with function _remove_accents\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func_return_type str\n",
      "pandas_udf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'GeoLocation' with function _remove_accents\n"
     ]
    },
    {
     "ename": "Py4JJavaError",
     "evalue": "An error occurred while calling o5009.collectToPython.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 192.0 failed 1 times, most recent failure: Lost task 0.0 in stage 192.0 (TID 294, localhost, executor driver): org.apache.spark.api.python.PythonException: Traceback (most recent call last):\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 377, in main\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 372, in process\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\serializers.py\", line 290, in dump_stream\n    for series in iterator:\n  File \"<string>\", line 1, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 101, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 92, in verify_result_length\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\util.py\", line 99, in wrapper\n    return f(*args, **kwargs)\n  File \"..\\optimus\\audf.py\", line 78, in to_serie\n    return apply_to_series(value, args)\n  File \"..\\optimus\\audf.py\", line 75, in apply_to_series\n    return value.apply(func, args=args)\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4200, in apply\n    mapped = lib.map_infer(values, f, convert=convert_dtype)\n  File \"pandas\\_libs\\lib.pyx\", line 2401, in pandas._libs.lib.map_infer\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4185, in f\n    return func(x, *args, **kwds)\nTypeError: _remove_accents() takes 1 positional argument but 2 were given\n\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.handlePythonException(PythonRunner.scala:456)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:172)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\n\nDriver stacktrace:\r\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:1925)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1913)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1912)\r\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\r\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\r\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:1912)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat scala.Option.foreach(Option.scala:257)\r\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:2146)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2095)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2084)\r\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:49)\r\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:759)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2061)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2082)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2101)\r\n\tat org.apache.spark.sql.execution.SparkPlan.executeTake(SparkPlan.scala:365)\r\n\tat org.apache.spark.sql.execution.CollectLimitExec.executeCollect(limit.scala:38)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:3263)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:3260)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$52.apply(Dataset.scala:3370)\r\n\tat org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:80)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:127)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:75)\r\n\tat org.apache.spark.sql.Dataset.org$apache$spark$sql$Dataset$$withAction(Dataset.scala:3369)\r\n\tat org.apache.spark.sql.Dataset.collectToPython(Dataset.scala:3260)\r\n\tat sun.reflect.GeneratedMethodAccessor114.invoke(Unknown Source)\r\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\r\n\tat java.lang.reflect.Method.invoke(Method.java:498)\r\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\r\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\r\n\tat py4j.Gateway.invoke(Gateway.java:282)\r\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\r\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\r\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\nCaused by: org.apache.spark.api.python.PythonException: Traceback (most recent call last):\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 377, in main\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 372, in process\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\serializers.py\", line 290, in dump_stream\n    for series in iterator:\n  File \"<string>\", line 1, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 101, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 92, in verify_result_length\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\util.py\", line 99, in wrapper\n    return f(*args, **kwargs)\n  File \"..\\optimus\\audf.py\", line 78, in to_serie\n    return apply_to_series(value, args)\n  File \"..\\optimus\\audf.py\", line 75, in apply_to_series\n    return value.apply(func, args=args)\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4200, in apply\n    mapped = lib.map_infer(values, f, convert=convert_dtype)\n  File \"pandas\\_libs\\lib.pyx\", line 2401, in pandas._libs.lib.map_infer\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4185, in f\n    return func(x, *args, **kwds)\nTypeError: _remove_accents() takes 1 positional argument but 2 were given\n\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.handlePythonException(PythonRunner.scala:456)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:172)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\t... 1 more\r\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mPy4JJavaError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\IPython\\core\\formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, obj)\u001b[0m\n\u001b[0;32m    700\u001b[0m                 \u001b[0mtype_pprinters\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtype_printers\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    701\u001b[0m                 deferred_pprinters=self.deferred_printers)\n\u001b[1;32m--> 702\u001b[1;33m             \u001b[0mprinter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpretty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    703\u001b[0m             \u001b[0mprinter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mflush\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    704\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mstream\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\IPython\\lib\\pretty.py\u001b[0m in \u001b[0;36mpretty\u001b[1;34m(self, obj)\u001b[0m\n\u001b[0;32m    400\u001b[0m                         \u001b[1;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    401\u001b[0m                                 \u001b[1;32mand\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dict__\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'__repr__'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 402\u001b[1;33m                             \u001b[1;32mreturn\u001b[0m \u001b[0m_repr_pprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    403\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    404\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0m_default_pprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\IPython\\lib\\pretty.py\u001b[0m in \u001b[0;36m_repr_pprint\u001b[1;34m(obj, p, cycle)\u001b[0m\n\u001b[0;32m    695\u001b[0m     \u001b[1;34m\"\"\"A pprint that just redirects to the normal repr function.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    696\u001b[0m     \u001b[1;31m# Find newlines and replace them with p.break_()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 697\u001b[1;33m     \u001b[0moutput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrepr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    698\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0moutput_line\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplitlines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    699\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\new_optimus.py\u001b[0m in \u001b[0;36m__repr__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m     51\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     52\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 53\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     54\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     55\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mdisplay\u001b[1;34m(self, limit, columns, title, truncate)\u001b[0m\n\u001b[0;32m    503\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    504\u001b[0m         \u001b[1;31m# TODO: limit, columns, title, truncate\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 505\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    506\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    507\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mtable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mtable\u001b[1;34m(self, limit, columns, title, truncate)\u001b[0m\n\u001b[0;32m    510\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0m__IPYTHON__\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    511\u001b[0m                 \u001b[1;31m# TODO: move the html param to the ::: if __IPYTHON__ and engine.output is \"html\":\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 512\u001b[1;33m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtable_html\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtruncate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    513\u001b[0m                 \u001b[0mprint_html\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    514\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mtable_html\u001b[1;34m(self, limit, columns, title, full, truncate, count)\u001b[0m\n\u001b[0;32m    463\u001b[0m             \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    464\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 465\u001b[1;33m             \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    466\u001b[0m         \u001b[1;31m# Load the Jinja template\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    467\u001b[0m         \u001b[0mtemplate_loader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mjinja2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFileSystemLoader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msearchpath\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mabsolute_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"/templates/out\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mto_dict\u001b[1;34m(self, limit)\u001b[0m\n\u001b[0;32m     75\u001b[0m             \u001b[1;33m:\u001b[0m\u001b[1;32mreturn\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     76\u001b[0m         \"\"\"\n\u001b[1;32m---> 77\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"records\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     78\u001b[0m         \u001b[1;31m# dict_result = {}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     79\u001b[0m         \u001b[1;31m# re =[]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\extension.py\u001b[0m in \u001b[0;36mto_pandas\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    256\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mto_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    257\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 258\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtoPandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    259\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    260\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mpartitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\dataframe.py\u001b[0m in \u001b[0;36mtoPandas\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   2153\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2154\u001b[0m         \u001b[1;31m# Below is toPandas without Arrow optimization.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2155\u001b[1;33m         \u001b[0mpdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrom_records\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcollect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2156\u001b[0m         \u001b[0mcolumn_counter\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCounter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2157\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\dataframe.py\u001b[0m in \u001b[0;36mcollect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    533\u001b[0m         \"\"\"\n\u001b[0;32m    534\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mSCCallSiteSync\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sc\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mcss\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 535\u001b[1;33m             \u001b[0msock_info\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcollectToPython\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    536\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_load_from_socket\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msock_info\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mBatchedSerializer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mPickleSerializer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    537\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\py4j\\java_gateway.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m   1255\u001b[0m         \u001b[0manswer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgateway_client\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1256\u001b[0m         return_value = get_return_value(\n\u001b[1;32m-> 1257\u001b[1;33m             answer, self.gateway_client, self.target_id, self.name)\n\u001b[0m\u001b[0;32m   1258\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1259\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mtemp_arg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtemp_args\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\utils.py\u001b[0m in \u001b[0;36mdeco\u001b[1;34m(*a, **kw)\u001b[0m\n\u001b[0;32m     61\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mdeco\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     62\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     64\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mpy4j\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprotocol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPy4JJavaError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     65\u001b[0m             \u001b[0ms\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjava_exception\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtoString\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\py4j\\protocol.py\u001b[0m in \u001b[0;36mget_return_value\u001b[1;34m(answer, gateway_client, target_id, name)\u001b[0m\n\u001b[0;32m    326\u001b[0m                 raise Py4JJavaError(\n\u001b[0;32m    327\u001b[0m                     \u001b[1;34m\"An error occurred while calling {0}{1}{2}.\\n\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 328\u001b[1;33m                     format(target_id, \".\", name), value)\n\u001b[0m\u001b[0;32m    329\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m                 raise Py4JError(\n",
      "\u001b[1;31mPy4JJavaError\u001b[0m: An error occurred while calling o5009.collectToPython.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 192.0 failed 1 times, most recent failure: Lost task 0.0 in stage 192.0 (TID 294, localhost, executor driver): org.apache.spark.api.python.PythonException: Traceback (most recent call last):\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 377, in main\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 372, in process\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\serializers.py\", line 290, in dump_stream\n    for series in iterator:\n  File \"<string>\", line 1, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 101, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 92, in verify_result_length\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\util.py\", line 99, in wrapper\n    return f(*args, **kwargs)\n  File \"..\\optimus\\audf.py\", line 78, in to_serie\n    return apply_to_series(value, args)\n  File \"..\\optimus\\audf.py\", line 75, in apply_to_series\n    return value.apply(func, args=args)\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4200, in apply\n    mapped = lib.map_infer(values, f, convert=convert_dtype)\n  File \"pandas\\_libs\\lib.pyx\", line 2401, in pandas._libs.lib.map_infer\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4185, in f\n    return func(x, *args, **kwds)\nTypeError: _remove_accents() takes 1 positional argument but 2 were given\n\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.handlePythonException(PythonRunner.scala:456)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:172)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\n\nDriver stacktrace:\r\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:1925)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1913)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1912)\r\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\r\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\r\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:1912)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat scala.Option.foreach(Option.scala:257)\r\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:2146)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2095)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2084)\r\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:49)\r\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:759)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2061)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2082)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2101)\r\n\tat org.apache.spark.sql.execution.SparkPlan.executeTake(SparkPlan.scala:365)\r\n\tat org.apache.spark.sql.execution.CollectLimitExec.executeCollect(limit.scala:38)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:3263)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$collectToPython$1.apply(Dataset.scala:3260)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$52.apply(Dataset.scala:3370)\r\n\tat org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:80)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:127)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:75)\r\n\tat org.apache.spark.sql.Dataset.org$apache$spark$sql$Dataset$$withAction(Dataset.scala:3369)\r\n\tat org.apache.spark.sql.Dataset.collectToPython(Dataset.scala:3260)\r\n\tat sun.reflect.GeneratedMethodAccessor114.invoke(Unknown Source)\r\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\r\n\tat java.lang.reflect.Method.invoke(Method.java:498)\r\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\r\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\r\n\tat py4j.Gateway.invoke(Gateway.java:282)\r\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\r\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\r\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\nCaused by: org.apache.spark.api.python.PythonException: Traceback (most recent call last):\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 377, in main\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 372, in process\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\serializers.py\", line 290, in dump_stream\n    for series in iterator:\n  File \"<string>\", line 1, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 101, in <lambda>\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\worker.py\", line 92, in verify_result_length\n  File \"C:\\opt\\spark\\spark-2.4.7-bin-hadoop2.7\\python\\lib\\pyspark.zip\\pyspark\\util.py\", line 99, in wrapper\n    return f(*args, **kwargs)\n  File \"..\\optimus\\audf.py\", line 78, in to_serie\n    return apply_to_series(value, args)\n  File \"..\\optimus\\audf.py\", line 75, in apply_to_series\n    return value.apply(func, args=args)\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4200, in apply\n    mapped = lib.map_infer(values, f, convert=convert_dtype)\n  File \"pandas\\_libs\\lib.pyx\", line 2401, in pandas._libs.lib.map_infer\n  File \"C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\", line 4185, in f\n    return func(x, *args, **kwds)\nTypeError: _remove_accents() takes 1 positional argument but 2 were given\n\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.handlePythonException(PythonRunner.scala:456)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:172)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\t... 1 more\r\n"
     ]
    }
   ],
   "source": [
    "df.cols.remove_accents(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45716\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'frequency': {'id': {'count_uniques': 'N/A',\n",
       "   'values': [{'value': '2', 'count': 1},\n",
       "    {'value': '6', 'count': 1},\n",
       "    {'value': '379', 'count': 1},\n",
       "    {'value': '392', 'count': 1},\n",
       "    {'value': '398', 'count': 1},\n",
       "    {'value': '423', 'count': 1},\n",
       "    {'value': '424', 'count': 1},\n",
       "    {'value': '425', 'count': 1},\n",
       "    {'value': '427', 'count': 1},\n",
       "    {'value': '432', 'count': 1}]}}}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency(\"id\", n=10, count_uniques=True, compute=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pyspark.sql.dataframe.DataFrame"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df.cols.select(\"*\").rows.limit(10).data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Row(name='Aachen', id=1, nametype='Valid', recclass='L5', mass (g)=21.0, fall='Fell', year='01/01/1880 12:00:00 AM', reclat=50.775, reclong=6.08333, GeoLocation='(50.775000, 6.083330)')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'name': 'Aachen',\n",
       "  'id': 1,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'L5',\n",
       "  'mass (g)': 21.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1880 12:00:00 AM',\n",
       "  'reclat': 50.775,\n",
       "  'reclong': 6.08333,\n",
       "  'GeoLocation': '(50.775000, 6.083330)'},\n",
       " {'name': 'Aarhus',\n",
       "  'id': 2,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'H6',\n",
       "  'mass (g)': 720.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1951 12:00:00 AM',\n",
       "  'reclat': 56.18333,\n",
       "  'reclong': 10.23333,\n",
       "  'GeoLocation': '(56.183330, 10.233330)'},\n",
       " {'name': 'Abee',\n",
       "  'id': 6,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'EH4',\n",
       "  'mass (g)': 107000.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1952 12:00:00 AM',\n",
       "  'reclat': 54.21667,\n",
       "  'reclong': -113.0,\n",
       "  'GeoLocation': '(54.216670, -113.000000)'},\n",
       " {'name': 'Acapulco',\n",
       "  'id': 10,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'Acapulcoite',\n",
       "  'mass (g)': 1914.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1976 12:00:00 AM',\n",
       "  'reclat': 16.88333,\n",
       "  'reclong': -99.9,\n",
       "  'GeoLocation': '(16.883330, -99.900000)'},\n",
       " {'name': 'Achiras',\n",
       "  'id': 370,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'L6',\n",
       "  'mass (g)': 780.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1902 12:00:00 AM',\n",
       "  'reclat': -33.16667,\n",
       "  'reclong': -64.95,\n",
       "  'GeoLocation': '(-33.166670, -64.950000)'},\n",
       " {'name': 'Adhi Kot',\n",
       "  'id': 379,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'EH4',\n",
       "  'mass (g)': 4239.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1919 12:00:00 AM',\n",
       "  'reclat': 32.1,\n",
       "  'reclong': 71.8,\n",
       "  'GeoLocation': '(32.100000, 71.800000)'},\n",
       " {'name': 'Adzhi-Bogdo (stone)',\n",
       "  'id': 390,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'LL3-6',\n",
       "  'mass (g)': 910.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1949 12:00:00 AM',\n",
       "  'reclat': 44.83333,\n",
       "  'reclong': 95.16667,\n",
       "  'GeoLocation': '(44.833330, 95.166670)'},\n",
       " {'name': 'Agen',\n",
       "  'id': 392,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'H5',\n",
       "  'mass (g)': 30000.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1814 12:00:00 AM',\n",
       "  'reclat': 44.21667,\n",
       "  'reclong': 0.61667,\n",
       "  'GeoLocation': '(44.216670, 0.616670)'},\n",
       " {'name': 'Aguada',\n",
       "  'id': 398,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'L6',\n",
       "  'mass (g)': 1620.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1930 12:00:00 AM',\n",
       "  'reclat': -31.6,\n",
       "  'reclong': -65.23333,\n",
       "  'GeoLocation': '(-31.600000, -65.233330)'},\n",
       " {'name': 'Aguila Blanca',\n",
       "  'id': 417,\n",
       "  'nametype': 'Valid',\n",
       "  'recclass': 'L',\n",
       "  'mass (g)': 1440.0,\n",
       "  'fall': 'Fell',\n",
       "  'year': '01/01/1920 12:00:00 AM',\n",
       "  'reclat': -30.86667,\n",
       "  'reclong': -64.55,\n",
       "  'GeoLocation': '(-30.866670, -64.550000)'}]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.ext.display()\n",
    "# df.ext.display()\n",
    "df.cols.select(\"*\").rows.limit(10).ext.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'get_partition'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-b92b64a2c97b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_partition\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msample\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfrac\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\dataframe.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   1303\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1304\u001b[0m             raise AttributeError(\n\u001b[1;32m-> 1305\u001b[1;33m                 \"'%s' object has no attribute '%s'\" % (self.__class__.__name__, name))\n\u001b[0m\u001b[0;32m   1306\u001b[0m         \u001b[0mjc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1307\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'get_partition'"
     ]
    }
   ],
   "source": [
    "len(df.data.get_partition(0).sample(frac=0.1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'name' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'nametype' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'recclass' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'fall' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'GeoLocation' with function _cast_to\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'year': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "  {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "  {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "  {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "  {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "  {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "  {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "  {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "  {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "  {'value': '01/01/1999 12:00:00 AM', 'count': 1691}],\n",
       " 'reclat': [{'value': None, 'count': 7315},\n",
       "  {'value': 0.0, 'count': 6438},\n",
       "  {'value': -71.5, 'count': 4761},\n",
       "  {'value': -84.0, 'count': 3040},\n",
       "  {'value': -72.0, 'count': 1506},\n",
       "  {'value': -79.68333, 'count': 1130},\n",
       "  {'value': -76.71667, 'count': 680},\n",
       "  {'value': -76.18333, 'count': 539},\n",
       "  {'value': -84.21667, 'count': 263},\n",
       "  {'value': -86.36667, 'count': 226}],\n",
       " 'reclong': [{'value': None, 'count': 7315},\n",
       "  {'value': 0.0, 'count': 6214},\n",
       "  {'value': 35.66667, 'count': 4985},\n",
       "  {'value': 168.0, 'count': 3040},\n",
       "  {'value': 26.0, 'count': 1506},\n",
       "  {'value': 159.75, 'count': 657},\n",
       "  {'value': 159.66667, 'count': 637},\n",
       "  {'value': 157.16667, 'count': 542},\n",
       "  {'value': 155.75, 'count': 473},\n",
       "  {'value': 160.5, 'count': 263}],\n",
       " 'GeoLocation': [{'value': None, 'count': 7315},\n",
       "  {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "  {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "  {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "  {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "  {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "  {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "  {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "  {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "  {'value': '(-84.216670, 160.500000)', 'count': 263}],\n",
       " 'recclass': [{'value': 'L6', 'count': 8285},\n",
       "  {'value': 'H5', 'count': 7142},\n",
       "  {'value': 'L5', 'count': 4796},\n",
       "  {'value': 'H6', 'count': 4528},\n",
       "  {'value': 'H4', 'count': 4211},\n",
       "  {'value': 'LL5', 'count': 2766},\n",
       "  {'value': 'LL6', 'count': 2043},\n",
       "  {'value': 'L4', 'count': 1253},\n",
       "  {'value': 'H4/5', 'count': 428},\n",
       "  {'value': 'CM2', 'count': 416}],\n",
       " 'name': [{'value': 'Achiras', 'count': 1},\n",
       "  {'value': 'Adhi Kot', 'count': 1},\n",
       "  {'value': 'Aguada', 'count': 1},\n",
       "  {'value': 'Aguila Blanca', 'count': 1},\n",
       "  {'value': 'Aïr', 'count': 1},\n",
       "  {'value': 'Akaba', 'count': 1},\n",
       "  {'value': 'Akwanga', 'count': 1},\n",
       "  {'value': 'Alais', 'count': 1},\n",
       "  {'value': 'Alberta', 'count': 1},\n",
       "  {'value': 'Alby sur Chéran', 'count': 1}],\n",
       " 'fall': [{'value': 'Found', 'count': 44609},\n",
       "  {'value': 'Fell', 'count': 1107}],\n",
       " 'id': [{'value': 1, 'count': 1},\n",
       "  {'value': 379, 'count': 1},\n",
       "  {'value': 417, 'count': 1},\n",
       "  {'value': 423, 'count': 1},\n",
       "  {'value': 425, 'count': 1},\n",
       "  {'value': 427, 'count': 1},\n",
       "  {'value': 433, 'count': 1},\n",
       "  {'value': 447, 'count': 1},\n",
       "  {'value': 453, 'count': 1},\n",
       "  {'value': 461, 'count': 1}],\n",
       " 'mass (g)': [{'value': 1.3, 'count': 171},\n",
       "  {'value': 1.2, 'count': 140},\n",
       "  {'value': 1.4, 'count': 138},\n",
       "  {'value': None, 'count': 131},\n",
       "  {'value': 2.1, 'count': 130},\n",
       "  {'value': 2.4, 'count': 126},\n",
       "  {'value': 1.6, 'count': 120},\n",
       "  {'value': 0.5, 'count': 119},\n",
       "  {'value': 1.1, 'count': 116},\n",
       "  {'value': 3.8, 'count': 114}],\n",
       " 'nametype': [{'value': 'Valid', 'count': 45641},\n",
       "  {'value': 'Relict', 'count': 75}]}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
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     "output_type": "display_data"
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     "data": {
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       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+$ int\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+\\.\\d$ decimal\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] . date\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'year' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+\\.\\d$ decimal\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+\\.\\d$ decimal\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'name' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'nametype' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'recclass' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'fall' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'GeoLocation' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45716\n"
     ]
    },
    {
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       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'recclass': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'L6', 'count': 8285},\n",
       "     {'value': 'H5', 'count': 7142},\n",
       "     {'value': 'L5', 'count': 4796},\n",
       "     {'value': 'H6', 'count': 4528},\n",
       "     {'value': 'H4', 'count': 4211},\n",
       "     {'value': 'LL5', 'count': 2766},\n",
       "     {'value': 'LL6', 'count': 2043},\n",
       "     {'value': 'L4', 'count': 1253},\n",
       "     {'value': 'H4/5', 'count': 428},\n",
       "     {'value': 'CM2', 'count': 416},\n",
       "     {'value': 'H3', 'count': 386},\n",
       "     {'value': 'L3', 'count': 365},\n",
       "     {'value': 'CO3', 'count': 335},\n",
       "     {'value': 'Ureilite', 'count': 300},\n",
       "     {'value': 'Iron, IIIAB', 'count': 285},\n",
       "     {'value': 'LL4', 'count': 268},\n",
       "     {'value': 'CV3', 'count': 256},\n",
       "     {'value': 'Diogenite', 'count': 241},\n",
       "     {'value': 'Howardite', 'count': 240},\n",
       "     {'value': 'LL', 'count': 225},\n",
       "     {'value': 'Eucrite', 'count': 221},\n",
       "     {'value': 'Eucrite-pmict', 'count': 207},\n",
       "     {'value': 'E3', 'count': 206},\n",
       "     {'value': 'H5/6', 'count': 193},\n",
       "     {'value': 'Mesosiderite', 'count': 137},\n",
       "     {'value': 'CR2', 'count': 135},\n",
       "     {'value': 'LL3', 'count': 128},\n",
       "     {'value': 'EH3', 'count': 120},\n",
       "     {'value': 'Iron, IIAB', 'count': 118},\n",
       "     {'value': 'Iron, ungrouped', 'count': 113},\n",
       "     {'value': 'H~5', 'count': 111},\n",
       "     {'value': 'L5/6', 'count': 109},\n",
       "     {'value': 'Eucrite-mmict', 'count': 108}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'mass (g)': {'stats': {'match': 0,\n",
       "    'missing': 131,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': 1.3, 'count': 171},\n",
       "     {'value': 1.2, 'count': 140},\n",
       "     {'value': 1.4, 'count': 138},\n",
       "     {'value': None, 'count': 131},\n",
       "     {'value': 2.1, 'count': 130},\n",
       "     {'value': 2.4, 'count': 126},\n",
       "     {'value': 1.6, 'count': 120},\n",
       "     {'value': 0.5, 'count': 119},\n",
       "     {'value': 1.1, 'count': 116},\n",
       "     {'value': 3.8, 'count': 114},\n",
       "     {'value': 1.5, 'count': 111},\n",
       "     {'value': 0.7, 'count': 111},\n",
       "     {'value': 1.7, 'count': 109},\n",
       "     {'value': 3.1, 'count': 109},\n",
       "     {'value': 3.2, 'count': 109},\n",
       "     {'value': 3.0, 'count': 108},\n",
       "     {'value': 0.6, 'count': 108},\n",
       "     {'value': 0.9, 'count': 108},\n",
       "     {'value': 0.8, 'count': 107},\n",
       "     {'value': 1.8, 'count': 104},\n",
       "     {'value': 2.5, 'count': 103},\n",
       "     {'value': 2.7, 'count': 102},\n",
       "     {'value': 1.0, 'count': 96},\n",
       "     {'value': 3.6, 'count': 96},\n",
       "     {'value': 2.0, 'count': 96},\n",
       "     {'value': 4.2, 'count': 95},\n",
       "     {'value': 2.9, 'count': 93},\n",
       "     {'value': 2.8, 'count': 93},\n",
       "     {'value': 2.2, 'count': 92},\n",
       "     {'value': 2.6, 'count': 91},\n",
       "     {'value': 3.3, 'count': 88},\n",
       "     {'value': 1.9, 'count': 86},\n",
       "     {'value': 4.1, 'count': 86}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'fall': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Found', 'count': 44609},\n",
       "     {'value': 'Fell', 'count': 1107}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'year': {'stats': {'match': 0,\n",
       "    'missing': 288,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'},\n",
       "    'frequency': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "     {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "     {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "     {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "     {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "     {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "     {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "     {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "     {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "     {'value': '01/01/1999 12:00:00 AM', 'count': 1691},\n",
       "     {'value': '01/01/2001 12:00:00 AM', 'count': 1650},\n",
       "     {'value': '01/01/1990 12:00:00 AM', 'count': 1518},\n",
       "     {'value': '01/01/2009 12:00:00 AM', 'count': 1497},\n",
       "     {'value': '01/01/1986 12:00:00 AM', 'count': 1375},\n",
       "     {'value': '01/01/2007 12:00:00 AM', 'count': 1189},\n",
       "     {'value': '01/01/2010 12:00:00 AM', 'count': 1005},\n",
       "     {'value': '01/01/1993 12:00:00 AM', 'count': 979},\n",
       "     {'value': '01/01/2008 12:00:00 AM', 'count': 957},\n",
       "     {'value': '01/01/1987 12:00:00 AM', 'count': 916},\n",
       "     {'value': '01/01/1991 12:00:00 AM', 'count': 877},\n",
       "     {'value': '01/01/2005 12:00:00 AM', 'count': 875},\n",
       "     {'value': '01/01/1994 12:00:00 AM', 'count': 719},\n",
       "     {'value': '01/01/2011 12:00:00 AM', 'count': 713},\n",
       "     {'value': '01/01/1974 12:00:00 AM', 'count': 691},\n",
       "     {'value': '01/01/1996 12:00:00 AM', 'count': 583},\n",
       "     {'value': '01/01/1995 12:00:00 AM', 'count': 487},\n",
       "     {'value': '01/01/1981 12:00:00 AM', 'count': 463},\n",
       "     {'value': '01/01/1977 12:00:00 AM', 'count': 421},\n",
       "     {'value': '01/01/1984 12:00:00 AM', 'count': 402},\n",
       "     {'value': '01/01/1985 12:00:00 AM', 'count': 378},\n",
       "     {'value': '01/01/1992 12:00:00 AM', 'count': 372},\n",
       "     {'value': '01/01/1983 12:00:00 AM', 'count': 360},\n",
       "     {'value': '01/01/1982 12:00:00 AM', 'count': 344}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'}},\n",
       "  'reclat': {'stats': {'match': 0,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': 0.0, 'count': 6438},\n",
       "     {'value': -71.5, 'count': 4761},\n",
       "     {'value': -84.0, 'count': 3040},\n",
       "     {'value': -72.0, 'count': 1506},\n",
       "     {'value': -79.68333, 'count': 1130},\n",
       "     {'value': -76.71667, 'count': 680},\n",
       "     {'value': -76.18333, 'count': 539},\n",
       "     {'value': -84.21667, 'count': 263},\n",
       "     {'value': -86.36667, 'count': 226},\n",
       "     {'value': -86.71667, 'count': 217},\n",
       "     {'value': -85.66667, 'count': 185},\n",
       "     {'value': -24.85, 'count': 178},\n",
       "     {'value': -85.63333, 'count': 108},\n",
       "     {'value': -72.95488, 'count': 74},\n",
       "     {'value': -72.77889, 'count': 69},\n",
       "     {'value': -72.98389, 'count': 67},\n",
       "     {'value': 58.58333, 'count': 64},\n",
       "     {'value': -72.775, 'count': 57},\n",
       "     {'value': -72.77833, 'count': 52},\n",
       "     {'value': -72.99889, 'count': 41},\n",
       "     {'value': 34.08333, 'count': 40},\n",
       "     {'value': -72.77917, 'count': 40},\n",
       "     {'value': -72.7825, 'count': 39},\n",
       "     {'value': -72.983889, 'count': 37},\n",
       "     {'value': -72.77861, 'count': 35},\n",
       "     {'value': 29.91667, 'count': 35},\n",
       "     {'value': -83.25, 'count': 35},\n",
       "     {'value': -82.5, 'count': 32},\n",
       "     {'value': -25.23333, 'count': 32},\n",
       "     {'value': -72.98972, 'count': 31},\n",
       "     {'value': -72.77361, 'count': 31},\n",
       "     {'value': -72.77472, 'count': 31}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'reclong': {'stats': {'match': 0,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': 0.0, 'count': 6214},\n",
       "     {'value': 35.66667, 'count': 4985},\n",
       "     {'value': 168.0, 'count': 3040},\n",
       "     {'value': 26.0, 'count': 1506},\n",
       "     {'value': 159.75, 'count': 657},\n",
       "     {'value': 159.66667, 'count': 637},\n",
       "     {'value': 157.16667, 'count': 542},\n",
       "     {'value': 155.75, 'count': 473},\n",
       "     {'value': 160.5, 'count': 263},\n",
       "     {'value': -70.0, 'count': 228},\n",
       "     {'value': -141.5, 'count': 217},\n",
       "     {'value': 175.0, 'count': 185},\n",
       "     {'value': -70.53333, 'count': 178},\n",
       "     {'value': -68.7, 'count': 105},\n",
       "     {'value': 160.47328, 'count': 74},\n",
       "     {'value': 13.43333, 'count': 64},\n",
       "     {'value': 159.33333, 'count': 44},\n",
       "     {'value': 75.24639, 'count': 42},\n",
       "     {'value': 75.31361, 'count': 42},\n",
       "     {'value': -103.5, 'count': 35},\n",
       "     {'value': 157.0, 'count': 34},\n",
       "     {'value': 75.18722, 'count': 33},\n",
       "     {'value': -5.58333, 'count': 33},\n",
       "     {'value': -69.71667, 'count': 32},\n",
       "     {'value': 155.5, 'count': 32},\n",
       "     {'value': 75.2, 'count': 32},\n",
       "     {'value': 75.34, 'count': 31},\n",
       "     {'value': 75.246389, 'count': 30},\n",
       "     {'value': 161.5, 'count': 30},\n",
       "     {'value': 161.08333, 'count': 29},\n",
       "     {'value': 156.38333, 'count': 27},\n",
       "     {'value': -9.5, 'count': 24}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'GeoLocation': {'stats': {'match': 38401,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 7315,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "     {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "     {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "     {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "     {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "     {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "     {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "     {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "     {'value': '(-84.216670, 160.500000)', 'count': 263},\n",
       "     {'value': '(-86.366670, -70.000000)', 'count': 226},\n",
       "     {'value': '(0.000000, 35.666670)', 'count': 223},\n",
       "     {'value': '(-86.716670, -141.500000)', 'count': 217},\n",
       "     {'value': '(-85.666670, 175.000000)', 'count': 185},\n",
       "     {'value': '(-24.850000, -70.533330)', 'count': 178},\n",
       "     {'value': '(-85.633330, -68.700000)', 'count': 105},\n",
       "     {'value': '(-72.954880, 160.473280)', 'count': 74},\n",
       "     {'value': '(58.583330, 13.433330)', 'count': 64},\n",
       "     {'value': '(-76.716670, 159.333330)', 'count': 42},\n",
       "     {'value': '(-72.778890, 75.313610)', 'count': 39},\n",
       "     {'value': '(-72.983890, 75.246390)', 'count': 38},\n",
       "     {'value': '(-83.250000, 157.000000)', 'count': 34},\n",
       "     {'value': '(29.916670, -5.583330)', 'count': 33},\n",
       "     {'value': '(-25.233330, -69.716670)', 'count': 32},\n",
       "     {'value': '(-82.500000, 155.500000)', 'count': 32},\n",
       "     {'value': '(-72.998890, 75.187220)', 'count': 32},\n",
       "     {'value': '(-84.266670, 161.500000)', 'count': 30},\n",
       "     {'value': '(-84.283330, 161.083330)', 'count': 29},\n",
       "     {'value': '(-73.083330, 75.200000)', 'count': 28},\n",
       "     {'value': '(-80.066670, 156.383330)', 'count': 27},\n",
       "     {'value': '(-72.983889, 75.246389)', 'count': 27},\n",
       "     {'value': '(34.083330, -103.500000)', 'count': 27},\n",
       "     {'value': '(-24.683330, -69.766670)', 'count': 24}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}}},\n",
       " 'file_name': 'data/Meteorite_Landings.csv',\n",
       " 'summary': {'cols_count': 10,\n",
       "  'rows_count': 45716,\n",
       "  'dtypes_list': ['double', 'string', 'int'],\n",
       "  'total_count_dtypes': 3,\n",
       "  'missing_count': 0}}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+$ int\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+\\.\\d$ decimal\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] . date\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'year' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+\\.\\d$ decimal\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "func[dtype] ^\\d+\\.\\d$ decimal\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _match\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'name' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'nametype' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'recclass' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'fall' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'GeoLocation' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45716\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'name': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Achiras', 'count': 1},\n",
       "     {'value': 'Adhi Kot', 'count': 1},\n",
       "     {'value': 'Aguada', 'count': 1},\n",
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       "     {'value': 'Aïr', 'count': 1},\n",
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       "     {'value': 'Akwanga', 'count': 1},\n",
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       "     {'value': 'Alby sur Chéran', 'count': 1},\n",
       "     {'value': 'Aleppo', 'count': 1},\n",
       "     {'value': 'Alessandria', 'count': 1},\n",
       "     {'value': 'Allegan', 'count': 1},\n",
       "     {'value': 'Allende', 'count': 1},\n",
       "     {'value': 'Almahata Sitta', 'count': 1},\n",
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       "     {'value': 'Andover', 'count': 1},\n",
       "     {'value': 'Andreevka', 'count': 1},\n",
       "     {'value': 'Andura', 'count': 1},\n",
       "     {'value': 'Anlong', 'count': 1},\n",
       "     {'value': 'Appley Bridge', 'count': 1},\n",
       "     {'value': 'Apt', 'count': 1},\n",
       "     {'value': 'Arbol Solo', 'count': 1},\n",
       "     {'value': 'Archie', 'count': 1},\n",
       "     {'value': 'Ash Creek', 'count': 1},\n",
       "     {'value': 'Assisi', 'count': 1},\n",
       "     {'value': 'Atarra', 'count': 1},\n",
       "     {'value': 'Athens', 'count': 1},\n",
       "     {'value': 'Aumale', 'count': 1},\n",
       "     {'value': 'Aumieres', 'count': 1},\n",
       "     {'value': 'Avanhandava', 'count': 1},\n",
       "     {'value': 'Avce', 'count': 1}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'id': {'stats': {'match': 0,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': 1, 'count': 1},\n",
       "     {'value': 379, 'count': 1},\n",
       "     {'value': 417, 'count': 1},\n",
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       "     {'value': 48915, 'count': 1},\n",
       "     {'value': 2295, 'count': 1},\n",
       "     {'value': 50693, 'count': 1},\n",
       "     {'value': 2301, 'count': 1},\n",
       "     {'value': 2305, 'count': 1},\n",
       "     {'value': 2313, 'count': 1},\n",
       "     {'value': 2325, 'count': 1},\n",
       "     {'value': 2329, 'count': 1},\n",
       "     {'value': 2345, 'count': 1},\n",
       "     {'value': 2353, 'count': 1},\n",
       "     {'value': 4883, 'count': 1},\n",
       "     {'value': 4885, 'count': 1},\n",
       "     {'value': 4893, 'count': 1},\n",
       "     {'value': 4899, 'count': 1},\n",
       "     {'value': 4903, 'count': 1},\n",
       "     {'value': 4905, 'count': 1},\n",
       "     {'value': 4907, 'count': 1},\n",
       "     {'value': 4913, 'count': 1},\n",
       "     {'value': 4917, 'count': 1},\n",
       "     {'value': 4925, 'count': 1},\n",
       "     {'value': 4935, 'count': 1}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'int',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'nametype': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Valid', 'count': 45641},\n",
       "     {'value': 'Relict', 'count': 75}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'recclass': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'L6', 'count': 8285},\n",
       "     {'value': 'H5', 'count': 7142},\n",
       "     {'value': 'L5', 'count': 4796},\n",
       "     {'value': 'H6', 'count': 4528},\n",
       "     {'value': 'H4', 'count': 4211},\n",
       "     {'value': 'LL5', 'count': 2766},\n",
       "     {'value': 'LL6', 'count': 2043},\n",
       "     {'value': 'L4', 'count': 1253},\n",
       "     {'value': 'H4/5', 'count': 428},\n",
       "     {'value': 'CM2', 'count': 416},\n",
       "     {'value': 'H3', 'count': 386},\n",
       "     {'value': 'L3', 'count': 365},\n",
       "     {'value': 'CO3', 'count': 335},\n",
       "     {'value': 'Ureilite', 'count': 300},\n",
       "     {'value': 'Iron, IIIAB', 'count': 285},\n",
       "     {'value': 'LL4', 'count': 268},\n",
       "     {'value': 'CV3', 'count': 256},\n",
       "     {'value': 'Diogenite', 'count': 241},\n",
       "     {'value': 'Howardite', 'count': 240},\n",
       "     {'value': 'LL', 'count': 225},\n",
       "     {'value': 'Eucrite', 'count': 221},\n",
       "     {'value': 'Eucrite-pmict', 'count': 207},\n",
       "     {'value': 'E3', 'count': 206},\n",
       "     {'value': 'H5/6', 'count': 193},\n",
       "     {'value': 'Mesosiderite', 'count': 137},\n",
       "     {'value': 'CR2', 'count': 135},\n",
       "     {'value': 'LL3', 'count': 128},\n",
       "     {'value': 'EH3', 'count': 120},\n",
       "     {'value': 'Iron, IIAB', 'count': 118},\n",
       "     {'value': 'Iron, ungrouped', 'count': 113},\n",
       "     {'value': 'H~5', 'count': 111},\n",
       "     {'value': 'L5/6', 'count': 109},\n",
       "     {'value': 'Eucrite-mmict', 'count': 108}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'mass (g)': {'stats': {'match': 0,\n",
       "    'missing': 131,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': 1.3, 'count': 171},\n",
       "     {'value': 1.2, 'count': 140},\n",
       "     {'value': 1.4, 'count': 138},\n",
       "     {'value': None, 'count': 131},\n",
       "     {'value': 2.1, 'count': 130},\n",
       "     {'value': 2.4, 'count': 126},\n",
       "     {'value': 1.6, 'count': 120},\n",
       "     {'value': 0.5, 'count': 119},\n",
       "     {'value': 1.1, 'count': 116},\n",
       "     {'value': 3.8, 'count': 114},\n",
       "     {'value': 1.5, 'count': 111},\n",
       "     {'value': 0.7, 'count': 111},\n",
       "     {'value': 1.7, 'count': 109},\n",
       "     {'value': 3.1, 'count': 109},\n",
       "     {'value': 3.2, 'count': 109},\n",
       "     {'value': 3.0, 'count': 108},\n",
       "     {'value': 0.6, 'count': 108},\n",
       "     {'value': 0.9, 'count': 108},\n",
       "     {'value': 0.8, 'count': 107},\n",
       "     {'value': 1.8, 'count': 104},\n",
       "     {'value': 2.5, 'count': 103},\n",
       "     {'value': 2.7, 'count': 102},\n",
       "     {'value': 1.0, 'count': 96},\n",
       "     {'value': 3.6, 'count': 96},\n",
       "     {'value': 2.0, 'count': 96},\n",
       "     {'value': 4.2, 'count': 95},\n",
       "     {'value': 2.9, 'count': 93},\n",
       "     {'value': 2.8, 'count': 93},\n",
       "     {'value': 2.2, 'count': 92},\n",
       "     {'value': 2.6, 'count': 91},\n",
       "     {'value': 3.3, 'count': 88},\n",
       "     {'value': 1.9, 'count': 86},\n",
       "     {'value': 4.1, 'count': 86}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'fall': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Found', 'count': 44609},\n",
       "     {'value': 'Fell', 'count': 1107}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'year': {'stats': {'match': 0,\n",
       "    'missing': 288,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'},\n",
       "    'frequency': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "     {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "     {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "     {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "     {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "     {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "     {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "     {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "     {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "     {'value': '01/01/1999 12:00:00 AM', 'count': 1691},\n",
       "     {'value': '01/01/2001 12:00:00 AM', 'count': 1650},\n",
       "     {'value': '01/01/1990 12:00:00 AM', 'count': 1518},\n",
       "     {'value': '01/01/2009 12:00:00 AM', 'count': 1497},\n",
       "     {'value': '01/01/1986 12:00:00 AM', 'count': 1375},\n",
       "     {'value': '01/01/2007 12:00:00 AM', 'count': 1189},\n",
       "     {'value': '01/01/2010 12:00:00 AM', 'count': 1005},\n",
       "     {'value': '01/01/1993 12:00:00 AM', 'count': 979},\n",
       "     {'value': '01/01/2008 12:00:00 AM', 'count': 957},\n",
       "     {'value': '01/01/1987 12:00:00 AM', 'count': 916},\n",
       "     {'value': '01/01/1991 12:00:00 AM', 'count': 877},\n",
       "     {'value': '01/01/2005 12:00:00 AM', 'count': 875},\n",
       "     {'value': '01/01/1994 12:00:00 AM', 'count': 719},\n",
       "     {'value': '01/01/2011 12:00:00 AM', 'count': 713},\n",
       "     {'value': '01/01/1974 12:00:00 AM', 'count': 691},\n",
       "     {'value': '01/01/1996 12:00:00 AM', 'count': 583},\n",
       "     {'value': '01/01/1995 12:00:00 AM', 'count': 487},\n",
       "     {'value': '01/01/1981 12:00:00 AM', 'count': 463},\n",
       "     {'value': '01/01/1977 12:00:00 AM', 'count': 421},\n",
       "     {'value': '01/01/1984 12:00:00 AM', 'count': 402},\n",
       "     {'value': '01/01/1985 12:00:00 AM', 'count': 378},\n",
       "     {'value': '01/01/1992 12:00:00 AM', 'count': 372},\n",
       "     {'value': '01/01/1983 12:00:00 AM', 'count': 360},\n",
       "     {'value': '01/01/1982 12:00:00 AM', 'count': 344}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'}},\n",
       "  'reclat': {'stats': {'match': 0,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': 0.0, 'count': 6438},\n",
       "     {'value': -71.5, 'count': 4761},\n",
       "     {'value': -84.0, 'count': 3040},\n",
       "     {'value': -72.0, 'count': 1506},\n",
       "     {'value': -79.68333, 'count': 1130},\n",
       "     {'value': -76.71667, 'count': 680},\n",
       "     {'value': -76.18333, 'count': 539},\n",
       "     {'value': -84.21667, 'count': 263},\n",
       "     {'value': -86.36667, 'count': 226},\n",
       "     {'value': -86.71667, 'count': 217},\n",
       "     {'value': -85.66667, 'count': 185},\n",
       "     {'value': -24.85, 'count': 178},\n",
       "     {'value': -85.63333, 'count': 108},\n",
       "     {'value': -72.95488, 'count': 74},\n",
       "     {'value': -72.77889, 'count': 69},\n",
       "     {'value': -72.98389, 'count': 67},\n",
       "     {'value': 58.58333, 'count': 64},\n",
       "     {'value': -72.775, 'count': 57},\n",
       "     {'value': -72.77833, 'count': 52},\n",
       "     {'value': -72.99889, 'count': 41},\n",
       "     {'value': 34.08333, 'count': 40},\n",
       "     {'value': -72.77917, 'count': 40},\n",
       "     {'value': -72.7825, 'count': 39},\n",
       "     {'value': -72.983889, 'count': 37},\n",
       "     {'value': -72.77861, 'count': 35},\n",
       "     {'value': 29.91667, 'count': 35},\n",
       "     {'value': -83.25, 'count': 35},\n",
       "     {'value': -82.5, 'count': 32},\n",
       "     {'value': -25.23333, 'count': 32},\n",
       "     {'value': -72.98972, 'count': 31},\n",
       "     {'value': -72.77361, 'count': 31},\n",
       "     {'value': -72.77472, 'count': 31}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'reclong': {'stats': {'match': 0,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': 0.0, 'count': 6214},\n",
       "     {'value': 35.66667, 'count': 4985},\n",
       "     {'value': 168.0, 'count': 3040},\n",
       "     {'value': 26.0, 'count': 1506},\n",
       "     {'value': 159.75, 'count': 657},\n",
       "     {'value': 159.66667, 'count': 637},\n",
       "     {'value': 157.16667, 'count': 542},\n",
       "     {'value': 155.75, 'count': 473},\n",
       "     {'value': 160.5, 'count': 263},\n",
       "     {'value': -70.0, 'count': 228},\n",
       "     {'value': -141.5, 'count': 217},\n",
       "     {'value': 175.0, 'count': 185},\n",
       "     {'value': -70.53333, 'count': 178},\n",
       "     {'value': -68.7, 'count': 105},\n",
       "     {'value': 160.47328, 'count': 74},\n",
       "     {'value': 13.43333, 'count': 64},\n",
       "     {'value': 159.33333, 'count': 44},\n",
       "     {'value': 75.24639, 'count': 42},\n",
       "     {'value': 75.31361, 'count': 42},\n",
       "     {'value': -103.5, 'count': 35},\n",
       "     {'value': 157.0, 'count': 34},\n",
       "     {'value': 75.18722, 'count': 33},\n",
       "     {'value': -5.58333, 'count': 33},\n",
       "     {'value': -69.71667, 'count': 32},\n",
       "     {'value': 155.5, 'count': 32},\n",
       "     {'value': 75.2, 'count': 32},\n",
       "     {'value': 75.34, 'count': 31},\n",
       "     {'value': 75.246389, 'count': 30},\n",
       "     {'value': 161.5, 'count': 30},\n",
       "     {'value': 161.08333, 'count': 29},\n",
       "     {'value': 156.38333, 'count': 27},\n",
       "     {'value': -9.5, 'count': 24}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'double',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'GeoLocation': {'stats': {'match': 38401,\n",
       "    'missing': 7315,\n",
       "    'mismatch': 7315,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': None, 'count': 7315},\n",
       "     {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "     {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "     {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "     {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "     {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "     {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "     {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "     {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "     {'value': '(-84.216670, 160.500000)', 'count': 263},\n",
       "     {'value': '(-86.366670, -70.000000)', 'count': 226},\n",
       "     {'value': '(0.000000, 35.666670)', 'count': 223},\n",
       "     {'value': '(-86.716670, -141.500000)', 'count': 217},\n",
       "     {'value': '(-85.666670, 175.000000)', 'count': 185},\n",
       "     {'value': '(-24.850000, -70.533330)', 'count': 178},\n",
       "     {'value': '(-85.633330, -68.700000)', 'count': 105},\n",
       "     {'value': '(-72.954880, 160.473280)', 'count': 74},\n",
       "     {'value': '(58.583330, 13.433330)', 'count': 64},\n",
       "     {'value': '(-76.716670, 159.333330)', 'count': 42},\n",
       "     {'value': '(-72.778890, 75.313610)', 'count': 39},\n",
       "     {'value': '(-72.983890, 75.246390)', 'count': 38},\n",
       "     {'value': '(-83.250000, 157.000000)', 'count': 34},\n",
       "     {'value': '(29.916670, -5.583330)', 'count': 33},\n",
       "     {'value': '(-25.233330, -69.716670)', 'count': 32},\n",
       "     {'value': '(-82.500000, 155.500000)', 'count': 32},\n",
       "     {'value': '(-72.998890, 75.187220)', 'count': 32},\n",
       "     {'value': '(-84.266670, 161.500000)', 'count': 30},\n",
       "     {'value': '(-84.283330, 161.083330)', 'count': 29},\n",
       "     {'value': '(-73.083330, 75.200000)', 'count': 28},\n",
       "     {'value': '(-80.066670, 156.383330)', 'count': 27},\n",
       "     {'value': '(-72.983889, 75.246389)', 'count': 27},\n",
       "     {'value': '(34.083330, -103.500000)', 'count': 27},\n",
       "     {'value': '(-24.683330, -69.766670)', 'count': 24}],\n",
       "    'count_uniques': 'N/A'},\n",
       "   'dtype': 'string',\n",
       "   'profiler_dtype': {'dtype': 'string'}}},\n",
       " 'file_name': 'data/Meteorite_Landings.csv',\n",
       " 'summary': {'cols_count': 10,\n",
       "  'rows_count': 45716,\n",
       "  'dtypes_list': ['double', 'string', 'int'],\n",
       "  'total_count_dtypes': 3,\n",
       "  'missing_count': 0}}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.rows.limit(10)\n",
    "df.ext.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<optimus.engines.spark.constants.Constants at 0x29a5db04748>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nametype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   nametype\n",
       "0     False\n",
       "1     False\n",
       "2     False\n",
       "3     False\n",
       "4     False"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.match(\"nametype\",regex=\"a\").data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "invalid escape sequence \\d\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['name',\n",
       " 'id',\n",
       " 'nametype',\n",
       " 'recclass',\n",
       " 'mass (g)',\n",
       " 'fall',\n",
       " 'year',\n",
       " 'reclat',\n",
       " 'reclong',\n",
       " 'GeoLocation']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['name',\n",
       " 'id',\n",
       " 'nametype',\n",
       " 'recclass',\n",
       " 'mass (g)',\n",
       " 'fall',\n",
       " 'year',\n",
       " 'reclat',\n",
       " 'reclong',\n",
       " 'GeoLocation']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_string\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
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       "        </td>\n",
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       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.to_string(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Column', 'DataFrame', 'DataType', 'PandasUDFType', 'PythonEvalType', 'SparkContext', 'StringType', 'UserDefinedFunction', '__all__', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__spec__', '_binary_mathfunctions', '_collect_list_doc', '_collect_set_doc', '_create_binary_mathfunction', '_create_column_from_literal', '_create_function', '_create_udf', '_create_window_function', '_functions', '_functions_1_4', '_functions_1_6', '_functions_2_1', '_functions_2_4', '_functions_deprecated', '_lit_doc', '_message', '_string_functions', '_test', '_to_java_column', '_to_seq', '_window_functions', '_wrap_deprecated_function', 'abs', 'acos', 'add_months', 'approxCountDistinct', 'approx_count_distinct', 'array', 'array_contains', 'array_distinct', 'array_except', 'array_intersect', 'array_join', 'array_max', 'array_min', 'array_position', 'array_remove', 'array_repeat', 'array_sort', 'array_union', 'arrays_overlap', 'arrays_zip', 'asc', 'asc_nulls_first', 'asc_nulls_last', 'ascii', 'asin', 'atan', 'atan2', 'avg', 'base64', 'basestring', 'bin', 'bitwiseNOT', 'blacklist', 'broadcast', 'bround', 'cbrt', 'ceil', 'coalesce', 'col', 'collect_list', 'collect_set', 'column', 'concat', 'concat_ws', 'conv', 'corr', 'cos', 'cosh', 'count', 'countDistinct', 'covar_pop', 'covar_samp', 'crc32', 'create_map', 'cume_dist', 'current_date', 'current_timestamp', 'date_add', 'date_format', 'date_sub', 'date_trunc', 'datediff', 'dayofmonth', 'dayofweek', 'dayofyear', 'decode', 'degrees', 'dense_rank', 'desc', 'desc_nulls_first', 'desc_nulls_last', 'element_at', 'encode', 'exp', 'explode', 'explode_outer', 'expm1', 'expr', 'factorial', 'first', 'flatten', 'floor', 'format_number', 'format_string', 'from_json', 'from_unixtime', 'from_utc_timestamp', 'functools', 'get_json_object', 'greatest', 'grouping', 'grouping_id', 'hash', 'hex', 'hour', 'hypot', 'ignore_unicode_prefix', 'initcap', 'input_file_name', 'instr', 'isnan', 'isnull', 'json_tuple', 'kurtosis', 'lag', 'last', 'last_day', 'lead', 'least', 'length', 'levenshtein', 'lit', 'locate', 'log', 'log10', 'log1p', 'log2', 'lower', 'lpad', 'ltrim', 'map_concat', 'map_from_arrays', 'map_from_entries', 'map_keys', 'map_values', 'max', 'md5', 'mean', 'min', 'minute', 'monotonically_increasing_id', 'month', 'months_between', 'nanvl', 'next_day', 'ntile', 'pandas_udf', 'percent_rank', 'posexplode', 'posexplode_outer', 'pow', 'quarter', 'radians', 'rand', 'randn', 'rank', 'regexp_extract', 'regexp_replace', 'repeat', 'reverse', 'rint', 'round', 'row_number', 'rpad', 'rtrim', 'schema_of_json', 'second', 'sequence', 'sha1', 'sha2', 'shiftLeft', 'shiftRight', 'shiftRightUnsigned', 'shuffle', 'signum', 'sin', 'since', 'sinh', 'size', 'skewness', 'slice', 'sort_array', 'soundex', 'spark_partition_id', 'split', 'sqrt', 'stddev', 'stddev_pop', 'stddev_samp', 'struct', 'substring', 'substring_index', 'sum', 'sumDistinct', 'sys', 'tan', 'tanh', 'toDegrees', 'toRadians', 'to_date', 'to_json', 'to_timestamp', 'to_utc_timestamp', 'translate', 'trim', 'trunc', 'udf', 'unbase64', 'unhex', 'unix_timestamp', 'upper', 'var_pop', 'var_samp', 'variance', 'warnings', 'weekofyear', 'when', 'window', 'year']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function func_regex\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "module 'pyspark.sql.functions' has no attribute 'match'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-48-4732577fee11>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mmatch\u001b[1;34m(self, input_cols, regex, value, output_cols)\u001b[0m\n\u001b[0;32m    966\u001b[0m         \u001b[1;31m# df = self.parent\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    967\u001b[0m         return self.apply(input_cols, func=func_regex, args=[regex, value], output_cols=output_cols,\n\u001b[1;32m--> 968\u001b[1;33m                           meta_action=Actions.REPLACE_REGEX.value)\n\u001b[0m\u001b[0;32m    969\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    970\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mreplace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msearch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreplace_by\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msearch_by\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"chars\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, input_cols, func, func_return_type, args, func_type, when, filter_col_by_dtypes, output_cols, skip_output_cols_processing, meta_action, default, mode)\u001b[0m\n\u001b[0;32m    220\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    221\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 222\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexpr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwhen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    223\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpreserve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeta_action\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    224\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mexpr\u001b[1;34m(_when)\u001b[0m\n\u001b[0;32m    211\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    212\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0mexpr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_when\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 213\u001b[1;33m             \u001b[0mmain_query\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maudf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc_return_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc_type\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    214\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mwhen\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    215\u001b[0m                 \u001b[1;31m# Use the data type to filter the query\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\audf.py\u001b[0m in \u001b[0;36mabstract_udf\u001b[1;34m(col, func, func_return_type, args, func_type)\u001b[0m\n\u001b[0;32m     49\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     50\u001b[0m     \u001b[1;31m# print(\"-----------------df_func(_func, args)(col)\", df_func(_func, args)(col))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 51\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mdf_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_func\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     52\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     53\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\audf.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(col_name)\u001b[0m\n\u001b[0;32m     87\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     88\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 89\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     90\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     91\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mfunc_regex\u001b[1;34m(_input_cols, attr)\u001b[0m\n\u001b[0;32m    961\u001b[0m             \u001b[0m_replace\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mattr\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    962\u001b[0m             \u001b[0mdir\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mF\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 963\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_input_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_search\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_replace\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    964\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    965\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdir\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mF\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: module 'pyspark.sql.functions' has no attribute 'match'"
     ]
    }
   ],
   "source": [
    "df.cols.match(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'name' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'nametype' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'recclass' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'fall' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'year' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function _cast_to\n",
      "INFO:optimus:Using 'column_exp' to process column 'GeoLocation' with function _cast_to\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'year': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "  {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "  {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "  {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "  {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "  {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "  {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "  {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "  {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "  {'value': '01/01/1999 12:00:00 AM', 'count': 1691}],\n",
       " 'reclat': [{'value': None, 'count': 7315},\n",
       "  {'value': 0.0, 'count': 6438},\n",
       "  {'value': -71.5, 'count': 4761},\n",
       "  {'value': -84.0, 'count': 3040},\n",
       "  {'value': -72.0, 'count': 1506},\n",
       "  {'value': -79.68333, 'count': 1130},\n",
       "  {'value': -76.71667, 'count': 680},\n",
       "  {'value': -76.18333, 'count': 539},\n",
       "  {'value': -84.21667, 'count': 263},\n",
       "  {'value': -86.36667, 'count': 226}],\n",
       " 'reclong': [{'value': None, 'count': 7315},\n",
       "  {'value': 0.0, 'count': 6214},\n",
       "  {'value': 35.66667, 'count': 4985},\n",
       "  {'value': 168.0, 'count': 3040},\n",
       "  {'value': 26.0, 'count': 1506},\n",
       "  {'value': 159.75, 'count': 657},\n",
       "  {'value': 159.66667, 'count': 637},\n",
       "  {'value': 157.16667, 'count': 542},\n",
       "  {'value': 155.75, 'count': 473},\n",
       "  {'value': 160.5, 'count': 263}],\n",
       " 'GeoLocation': [{'value': None, 'count': 7315},\n",
       "  {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "  {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "  {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "  {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "  {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "  {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "  {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "  {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "  {'value': '(-84.216670, 160.500000)', 'count': 263}],\n",
       " 'recclass': [{'value': 'L6', 'count': 8285},\n",
       "  {'value': 'H5', 'count': 7142},\n",
       "  {'value': 'L5', 'count': 4796},\n",
       "  {'value': 'H6', 'count': 4528},\n",
       "  {'value': 'H4', 'count': 4211},\n",
       "  {'value': 'LL5', 'count': 2766},\n",
       "  {'value': 'LL6', 'count': 2043},\n",
       "  {'value': 'L4', 'count': 1253},\n",
       "  {'value': 'H4/5', 'count': 428},\n",
       "  {'value': 'CM2', 'count': 416}],\n",
       " 'name': [{'value': 'Achiras', 'count': 1},\n",
       "  {'value': 'Adhi Kot', 'count': 1},\n",
       "  {'value': 'Aguada', 'count': 1},\n",
       "  {'value': 'Aguila Blanca', 'count': 1},\n",
       "  {'value': 'Aïr', 'count': 1},\n",
       "  {'value': 'Akaba', 'count': 1},\n",
       "  {'value': 'Akwanga', 'count': 1},\n",
       "  {'value': 'Alais', 'count': 1},\n",
       "  {'value': 'Alberta', 'count': 1},\n",
       "  {'value': 'Alby sur Chéran', 'count': 1}],\n",
       " 'fall': [{'value': 'Found', 'count': 44609},\n",
       "  {'value': 'Fell', 'count': 1107}],\n",
       " 'id': [{'value': 1, 'count': 1},\n",
       "  {'value': 379, 'count': 1},\n",
       "  {'value': 417, 'count': 1},\n",
       "  {'value': 423, 'count': 1},\n",
       "  {'value': 425, 'count': 1},\n",
       "  {'value': 427, 'count': 1},\n",
       "  {'value': 433, 'count': 1},\n",
       "  {'value': 447, 'count': 1},\n",
       "  {'value': 453, 'count': 1},\n",
       "  {'value': 461, 'count': 1}],\n",
       " 'mass (g)': [{'value': 1.3, 'count': 171},\n",
       "  {'value': 1.2, 'count': 140},\n",
       "  {'value': 1.4, 'count': 138},\n",
       "  {'value': None, 'count': 131},\n",
       "  {'value': 2.1, 'count': 130},\n",
       "  {'value': 2.4, 'count': 126},\n",
       "  {'value': 1.6, 'count': 120},\n",
       "  {'value': 0.5, 'count': 119},\n",
       "  {'value': 1.1, 'count': 116},\n",
       "  {'value': 3.8, 'count': 114}],\n",
       " 'nametype': [{'value': 'Valid', 'count': 45641},\n",
       "  {'value': 'Relict', 'count': 75}]}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_string\n",
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _match\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data_type str\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data_type str\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function _cast_to\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'frequency'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-57-35fd30bcd6a3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;31m# df.cols.count_na()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# df.ext.to_dict()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[1;31m# df.cols.schema_dtype(\"*\")\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mprofile\u001b[1;34m(self, columns, bins, output, flush, size)\u001b[0m\n\u001b[0;32m    659\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mcompute\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    660\u001b[0m                 \u001b[0mhist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmismatch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq_uniques\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmismatch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq_uniques\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 661\u001b[1;33m             \u001b[0mupdated_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_to_profile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmismatch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfreq_uniques\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    662\u001b[0m             \u001b[0mprofiler_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mupdate_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprofiler_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mupdated_columns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    663\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mmerge\u001b[1;34m(_columns, _hist, _freq, _mismatch, _dtypes, _freq_uniques)\u001b[0m\n\u001b[0;32m    646\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    647\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0m_freq\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 648\u001b[1;33m                     \u001b[1;32mfor\u001b[0m \u001b[0m_col_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0m_freq\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"frequency\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    649\u001b[0m                         \u001b[0m_f\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0m_col_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"stats\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"frequency\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"values\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    650\u001b[0m                         \u001b[0m_f\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0m_col_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"stats\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"count_uniques\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"count_uniques\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'frequency'"
     ]
    }
   ],
   "source": [
    "# df.ext.head()\n",
    "# df.rows.limit(10)\n",
    "# df.ext.profile()\n",
    "# df.cols.count_na()\n",
    "# df.ext.to_dict()\n",
    "df.ext.profile(\"id\")\n",
    "# df.cols.schema_dtype(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name           45716\n",
       "id             45716\n",
       "nametype       45716\n",
       "recclass       45716\n",
       "mass (g)       45585\n",
       "fall           45716\n",
       "year           45428\n",
       "reclat         38401\n",
       "reclong        38401\n",
       "GeoLocation    38401\n",
       "dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data.tocount()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import fastnumbers\n",
    "# # fastnumbers.fast_float(\"1\")\n",
    "# import numpy as np\n",
    "# fastnumbers.fast_float(\"1.2\", default=np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_float\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (float)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.0\">\n",
       "                \n",
       "                1.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.0\">\n",
       "                \n",
       "                6.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370.0\">\n",
       "                \n",
       "                370.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379.0\">\n",
       "                \n",
       "                379.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390.0\">\n",
       "                \n",
       "                390.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392.0\">\n",
       "                \n",
       "                392.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398.0\">\n",
       "                \n",
       "                398.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417.0\">\n",
       "                \n",
       "                417.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.cols.to_float(\"id\")\n",
    "# df.cols.to_integer(\"id\")\n",
    "df.cols.to_float(\"id\")\n",
    "# df.cols.to_string(\"id\")\n",
    "# df.cols.to_integer(\"id\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'Święcany',\n",
       " 'id': 57458,\n",
       " 'nametype': 'Valid',\n",
       " 'recclass': 'Winonaite',\n",
       " 'mass (g)': 60000000.0,\n",
       " 'fall': 'Found',\n",
       " 'year': '12/28/0860 12:00:00 AM',\n",
       " 'reclat': 81.16667,\n",
       " 'reclong': 354.47333,\n",
       " 'GeoLocation': '(9.916670, 13.983330)'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.max(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.77500</td>\n",
       "      <td>6.08333</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.18333</td>\n",
       "      <td>10.23333</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.21667</td>\n",
       "      <td>-113.00000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.88333</td>\n",
       "      <td>-99.90000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.16667</td>\n",
       "      <td>-64.95000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adhi Kot</td>\n",
       "      <td>379</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>4239.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1919 12:00:00 AM</td>\n",
       "      <td>32.10000</td>\n",
       "      <td>71.80000</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adzhi-Bogdo (stone)</td>\n",
       "      <td>390</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL3-6</td>\n",
       "      <td>910.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>44.83333</td>\n",
       "      <td>95.16667</td>\n",
       "      <td>(44.833330, 95.166670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agen</td>\n",
       "      <td>392</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1814 12:00:00 AM</td>\n",
       "      <td>44.21667</td>\n",
       "      <td>0.61667</td>\n",
       "      <td>(44.216670, 0.616670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Aguada</td>\n",
       "      <td>398</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>1620.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1930 12:00:00 AM</td>\n",
       "      <td>-31.60000</td>\n",
       "      <td>-65.23333</td>\n",
       "      <td>(-31.600000, -65.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aguila Blanca</td>\n",
       "      <td>417</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>1440.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1920 12:00:00 AM</td>\n",
       "      <td>-30.86667</td>\n",
       "      <td>-64.55000</td>\n",
       "      <td>(-30.866670, -64.550000)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name   id nametype     recclass  mass (g)  fall  \\\n",
       "0               Aachen    1    Valid           L5      21.0  Fell   \n",
       "1               Aarhus    2    Valid           H6     720.0  Fell   \n",
       "2                 Abee    6    Valid          EH4  107000.0  Fell   \n",
       "3             Acapulco   10    Valid  Acapulcoite    1914.0  Fell   \n",
       "4              Achiras  370    Valid           L6     780.0  Fell   \n",
       "5             Adhi Kot  379    Valid          EH4    4239.0  Fell   \n",
       "6  Adzhi-Bogdo (stone)  390    Valid        LL3-6     910.0  Fell   \n",
       "7                 Agen  392    Valid           H5   30000.0  Fell   \n",
       "8               Aguada  398    Valid           L6    1620.0  Fell   \n",
       "9        Aguila Blanca  417    Valid            L    1440.0  Fell   \n",
       "\n",
       "                     year    reclat    reclong               GeoLocation  \n",
       "0  01/01/1880 12:00:00 AM  50.77500    6.08333     (50.775000, 6.083330)  \n",
       "1  01/01/1951 12:00:00 AM  56.18333   10.23333    (56.183330, 10.233330)  \n",
       "2  01/01/1952 12:00:00 AM  54.21667 -113.00000  (54.216670, -113.000000)  \n",
       "3  01/01/1976 12:00:00 AM  16.88333  -99.90000   (16.883330, -99.900000)  \n",
       "4  01/01/1902 12:00:00 AM -33.16667  -64.95000  (-33.166670, -64.950000)  \n",
       "5  01/01/1919 12:00:00 AM  32.10000   71.80000    (32.100000, 71.800000)  \n",
       "6  01/01/1949 12:00:00 AM  44.83333   95.16667    (44.833330, 95.166670)  \n",
       "7  01/01/1814 12:00:00 AM  44.21667    0.61667     (44.216670, 0.616670)  \n",
       "8  01/01/1930 12:00:00 AM -31.60000  -65.23333  (-31.600000, -65.233330)  \n",
       "9  01/01/1920 12:00:00 AM -30.86667  -64.55000  (-30.866670, -64.550000)  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data.limit(10).toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------------+---+--------+-----------+--------+----+--------------------+---------+---------+--------------------+\n",
      "|               name| id|nametype|   recclass|mass (g)|fall|                year|   reclat|  reclong|         GeoLocation|\n",
      "+-------------------+---+--------+-----------+--------+----+--------------------+---------+---------+--------------------+\n",
      "|             Aachen|  1|   Valid|         L5|    21.0|Fell|01/01/1880 12:00:...|   50.775|  6.08333|(50.775000, 6.083...|\n",
      "|             Aarhus|  2|   Valid|         H6|   720.0|Fell|01/01/1951 12:00:...| 56.18333| 10.23333|(56.183330, 10.23...|\n",
      "|               Abee|  6|   Valid|        EH4|107000.0|Fell|01/01/1952 12:00:...| 54.21667|   -113.0|(54.216670, -113....|\n",
      "|           Acapulco| 10|   Valid|Acapulcoite|  1914.0|Fell|01/01/1976 12:00:...| 16.88333|    -99.9|(16.883330, -99.9...|\n",
      "|            Achiras|370|   Valid|         L6|   780.0|Fell|01/01/1902 12:00:...|-33.16667|   -64.95|(-33.166670, -64....|\n",
      "|           Adhi Kot|379|   Valid|        EH4|  4239.0|Fell|01/01/1919 12:00:...|     32.1|     71.8|(32.100000, 71.80...|\n",
      "|Adzhi-Bogdo (stone)|390|   Valid|      LL3-6|   910.0|Fell|01/01/1949 12:00:...| 44.83333| 95.16667|(44.833330, 95.16...|\n",
      "|               Agen|392|   Valid|         H5| 30000.0|Fell|01/01/1814 12:00:...| 44.21667|  0.61667|(44.216670, 0.616...|\n",
      "|             Aguada|398|   Valid|         L6|  1620.0|Fell|01/01/1930 12:00:...|    -31.6|-65.23333|(-31.600000, -65....|\n",
      "|      Aguila Blanca|417|   Valid|          L|  1440.0|Fell|01/01/1920 12:00:...|-30.86667|   -64.55|(-30.866670, -64....|\n",
      "+-------------------+---+--------+-----------+--------+----+--------------------+---------+---------+--------------------+\n",
      "only showing top 10 rows\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NoneType"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data.show(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[name: string, id: int, nametype: string, recclass: string, mass (g): double, fall: string, year: string, reclat: double, reclong: double, GeoLocation: string]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rows.limit(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%time\n",
    "df.ext.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.ext.profile()\n",
    "type(df.rows.limit(10).ext.to_pandas())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(name='Aachen', id=1, nametype='Valid', recclass='L5', mass (g)=21.0, fall='Fell', year='01/01/1880 12:00:00 AM', reclat=50.775, reclong=6.08333, GeoLocation='(50.775000, 6.083330)'),\n",
       " Row(name='Aarhus', id=2, nametype='Valid', recclass='H6', mass (g)=720.0, fall='Fell', year='01/01/1951 12:00:00 AM', reclat=56.18333, reclong=10.23333, GeoLocation='(56.183330, 10.233330)'),\n",
       " Row(name='Abee', id=6, nametype='Valid', recclass='EH4', mass (g)=107000.0, fall='Fell', year='01/01/1952 12:00:00 AM', reclat=54.21667, reclong=-113.0, GeoLocation='(54.216670, -113.000000)'),\n",
       " Row(name='Acapulco', id=10, nametype='Valid', recclass='Acapulcoite', mass (g)=1914.0, fall='Fell', year='01/01/1976 12:00:00 AM', reclat=16.88333, reclong=-99.9, GeoLocation='(16.883330, -99.900000)'),\n",
       " Row(name='Achiras', id=370, nametype='Valid', recclass='L6', mass (g)=780.0, fall='Fell', year='01/01/1902 12:00:00 AM', reclat=-33.16667, reclong=-64.95, GeoLocation='(-33.166670, -64.950000)'),\n",
       " Row(name='Adhi Kot', id=379, nametype='Valid', recclass='EH4', mass (g)=4239.0, fall='Fell', year='01/01/1919 12:00:00 AM', reclat=32.1, reclong=71.8, GeoLocation='(32.100000, 71.800000)'),\n",
       " Row(name='Adzhi-Bogdo (stone)', id=390, nametype='Valid', recclass='LL3-6', mass (g)=910.0, fall='Fell', year='01/01/1949 12:00:00 AM', reclat=44.83333, reclong=95.16667, GeoLocation='(44.833330, 95.166670)'),\n",
       " Row(name='Agen', id=392, nametype='Valid', recclass='H5', mass (g)=30000.0, fall='Fell', year='01/01/1814 12:00:00 AM', reclat=44.21667, reclong=0.61667, GeoLocation='(44.216670, 0.616670)'),\n",
       " Row(name='Aguada', id=398, nametype='Valid', recclass='L6', mass (g)=1620.0, fall='Fell', year='01/01/1930 12:00:00 AM', reclat=-31.6, reclong=-65.23333, GeoLocation='(-31.600000, -65.233330)'),\n",
       " Row(name='Aguila Blanca', id=417, nametype='Valid', recclass='L', mass (g)=1440.0, fall='Fell', year='01/01/1920 12:00:00 AM', reclat=-30.86667, reclong=-64.55, GeoLocation='(-30.866670, -64.550000)')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "45716"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rows.count()\n",
    "# len(df.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dask import dataframe as dd\n",
    "dd.compute(df[[\"id\"]].data.min())[0][0]\n",
    "# df[\"id\"].data.min().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775000\">\n",
       "                \n",
       "                50.775000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.083330\">\n",
       "                \n",
       "                6.083330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.183330\">\n",
       "                \n",
       "                56.183330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.233330\">\n",
       "                \n",
       "                10.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000\">\n",
       "                \n",
       "                107000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.216670\">\n",
       "                \n",
       "                54.216670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.000000\">\n",
       "                \n",
       "                -113.000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914\">\n",
       "                \n",
       "                1914\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.883330\">\n",
       "                \n",
       "                16.883330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.900000\">\n",
       "                \n",
       "                -99.900000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780\">\n",
       "                \n",
       "                780\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.166670\">\n",
       "                \n",
       "                -33.166670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.950000\">\n",
       "                \n",
       "                -64.950000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239\">\n",
       "                \n",
       "                4239\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.100000\">\n",
       "                \n",
       "                32.100000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.800000\">\n",
       "                \n",
       "                71.800000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910\">\n",
       "                \n",
       "                910\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
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       "                44.833330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.166670\">\n",
       "                \n",
       "                95.166670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000\">\n",
       "                \n",
       "                30000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.216670\">\n",
       "                \n",
       "                44.216670\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.616670\">\n",
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       "                0.616670\n",
       "                 \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620\">\n",
       "                \n",
       "                1620\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.600000\">\n",
       "                \n",
       "                -31.600000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.233330\">\n",
       "                \n",
       "                -65.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"valid\">\n",
       "                \n",
       "                valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440\">\n",
       "                \n",
       "                1440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.866670\">\n",
       "                \n",
       "                -30.866670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.550000\">\n",
       "                \n",
       "                -64.550000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.lower(\"nametype\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id    1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"id\"]].data.min().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list({\"a\":1}.values())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 6.94 s\n"
     ]
    },
    {
     "data": {
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       "    'count_uniques': 12577},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'fall': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Found', 'count': 44609},\n",
       "     {'value': 'Fell', 'count': 1107}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'year': {'stats': {'match': 0,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'},\n",
       "    'frequency': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "     {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "     {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "     {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "     {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "     {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "     {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "     {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "     {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "     {'value': '01/01/1999 12:00:00 AM', 'count': 1691},\n",
       "     {'value': '01/01/2001 12:00:00 AM', 'count': 1650},\n",
       "     {'value': '01/01/1990 12:00:00 AM', 'count': 1518},\n",
       "     {'value': '01/01/2009 12:00:00 AM', 'count': 1497},\n",
       "     {'value': '01/01/1986 12:00:00 AM', 'count': 1375},\n",
       "     {'value': '01/01/2007 12:00:00 AM', 'count': 1189},\n",
       "     {'value': '01/01/2010 12:00:00 AM', 'count': 1005},\n",
       "     {'value': '01/01/1993 12:00:00 AM', 'count': 979},\n",
       "     {'value': '01/01/2008 12:00:00 AM', 'count': 957},\n",
       "     {'value': '01/01/1987 12:00:00 AM', 'count': 916},\n",
       "     {'value': '01/01/1991 12:00:00 AM', 'count': 877},\n",
       "     {'value': '01/01/2005 12:00:00 AM', 'count': 875},\n",
       "     {'value': '01/01/1994 12:00:00 AM', 'count': 719},\n",
       "     {'value': '01/01/2011 12:00:00 AM', 'count': 713},\n",
       "     {'value': '01/01/1974 12:00:00 AM', 'count': 691},\n",
       "     {'value': '01/01/1996 12:00:00 AM', 'count': 583},\n",
       "     {'value': '01/01/1995 12:00:00 AM', 'count': 487},\n",
       "     {'value': '01/01/1981 12:00:00 AM', 'count': 463},\n",
       "     {'value': '01/01/1977 12:00:00 AM', 'count': 421},\n",
       "     {'value': '01/01/1984 12:00:00 AM', 'count': 402},\n",
       "     {'value': '01/01/1985 12:00:00 AM', 'count': 378},\n",
       "     {'value': '01/01/1992 12:00:00 AM', 'count': 372},\n",
       "     {'value': '01/01/1983 12:00:00 AM', 'count': 360},\n",
       "     {'value': '01/01/1982 12:00:00 AM', 'count': 344}],\n",
       "    'count_uniques': 270},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date', 'format': '%m/%d/%Y %I:%M:%S %p'}},\n",
       "  'reclat': {'stats': {'match': 0,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': '', 'count': 7315},\n",
       "     {'value': '0.000000', 'count': 6438},\n",
       "     {'value': '-71.500000', 'count': 4761},\n",
       "     {'value': '-84.000000', 'count': 3040},\n",
       "     {'value': '-72.000000', 'count': 1506},\n",
       "     {'value': '-79.683330', 'count': 1130},\n",
       "     {'value': '-76.716670', 'count': 680},\n",
       "     {'value': '-76.183330', 'count': 539},\n",
       "     {'value': '-84.216670', 'count': 263},\n",
       "     {'value': '-86.366670', 'count': 226},\n",
       "     {'value': '-86.716670', 'count': 217},\n",
       "     {'value': '-85.666670', 'count': 185},\n",
       "     {'value': '-24.850000', 'count': 178},\n",
       "     {'value': '-85.633330', 'count': 108},\n",
       "     {'value': '-72.954880', 'count': 74},\n",
       "     {'value': '-72.778890', 'count': 69},\n",
       "     {'value': '-72.983890', 'count': 67},\n",
       "     {'value': '58.583330', 'count': 64},\n",
       "     {'value': '-72.775000', 'count': 57},\n",
       "     {'value': '-72.778330', 'count': 52},\n",
       "     {'value': '-72.998890', 'count': 41},\n",
       "     {'value': '-72.779170', 'count': 40},\n",
       "     {'value': '34.083330', 'count': 40},\n",
       "     {'value': '-72.782500', 'count': 39},\n",
       "     {'value': '-72.983889', 'count': 37},\n",
       "     {'value': '29.916670', 'count': 35},\n",
       "     {'value': '-72.778610', 'count': 35},\n",
       "     {'value': '-83.250000', 'count': 35},\n",
       "     {'value': '-82.500000', 'count': 32},\n",
       "     {'value': '-25.233330', 'count': 32},\n",
       "     {'value': '-72.774720', 'count': 31},\n",
       "     {'value': '-72.773610', 'count': 31},\n",
       "     {'value': '-72.989720', 'count': 31}],\n",
       "    'count_uniques': 12739},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'reclong': {'stats': {'match': 0,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'decimal'},\n",
       "    'frequency': [{'value': '', 'count': 7315},\n",
       "     {'value': '0.000000', 'count': 6214},\n",
       "     {'value': '35.666670', 'count': 4985},\n",
       "     {'value': '168.000000', 'count': 3040},\n",
       "     {'value': '26.000000', 'count': 1506},\n",
       "     {'value': '159.750000', 'count': 657},\n",
       "     {'value': '159.666670', 'count': 637},\n",
       "     {'value': '157.166670', 'count': 542},\n",
       "     {'value': '155.750000', 'count': 473},\n",
       "     {'value': '160.500000', 'count': 263},\n",
       "     {'value': '-70.000000', 'count': 228},\n",
       "     {'value': '-141.500000', 'count': 217},\n",
       "     {'value': '175.000000', 'count': 185},\n",
       "     {'value': '-70.533330', 'count': 178},\n",
       "     {'value': '-68.700000', 'count': 105},\n",
       "     {'value': '160.473280', 'count': 74},\n",
       "     {'value': '13.433330', 'count': 64},\n",
       "     {'value': '159.333330', 'count': 44},\n",
       "     {'value': '75.313610', 'count': 42},\n",
       "     {'value': '75.246390', 'count': 42},\n",
       "     {'value': '-103.500000', 'count': 35},\n",
       "     {'value': '157.000000', 'count': 34},\n",
       "     {'value': '-5.583330', 'count': 33},\n",
       "     {'value': '75.187220', 'count': 33},\n",
       "     {'value': '155.500000', 'count': 32},\n",
       "     {'value': '-69.716670', 'count': 32},\n",
       "     {'value': '75.200000', 'count': 32},\n",
       "     {'value': '75.340000', 'count': 31},\n",
       "     {'value': '161.500000', 'count': 30},\n",
       "     {'value': '75.246389', 'count': 30},\n",
       "     {'value': '161.083330', 'count': 29},\n",
       "     {'value': '156.383330', 'count': 27},\n",
       "     {'value': '-69.766670', 'count': 24}],\n",
       "    'count_uniques': 14641},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'decimal'}},\n",
       "  'GeoLocation': {'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': '', 'count': 7315},\n",
       "     {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "     {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "     {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "     {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "     {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "     {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "     {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "     {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "     {'value': '(-84.216670, 160.500000)', 'count': 263},\n",
       "     {'value': '(-86.366670, -70.000000)', 'count': 226},\n",
       "     {'value': '(0.000000, 35.666670)', 'count': 223},\n",
       "     {'value': '(-86.716670, -141.500000)', 'count': 217},\n",
       "     {'value': '(-85.666670, 175.000000)', 'count': 185},\n",
       "     {'value': '(-24.850000, -70.533330)', 'count': 178},\n",
       "     {'value': '(-85.633330, -68.700000)', 'count': 105},\n",
       "     {'value': '(-72.954880, 160.473280)', 'count': 74},\n",
       "     {'value': '(58.583330, 13.433330)', 'count': 64},\n",
       "     {'value': '(-76.716670, 159.333330)', 'count': 42},\n",
       "     {'value': '(-72.778890, 75.313610)', 'count': 39},\n",
       "     {'value': '(-72.983890, 75.246390)', 'count': 38},\n",
       "     {'value': '(-83.250000, 157.000000)', 'count': 34},\n",
       "     {'value': '(29.916670, -5.583330)', 'count': 33},\n",
       "     {'value': '(-82.500000, 155.500000)', 'count': 32},\n",
       "     {'value': '(-72.998890, 75.187220)', 'count': 32},\n",
       "     {'value': '(-25.233330, -69.716670)', 'count': 32},\n",
       "     {'value': '(-84.266670, 161.500000)', 'count': 30},\n",
       "     {'value': '(-84.283330, 161.083330)', 'count': 29},\n",
       "     {'value': '(-73.083330, 75.200000)', 'count': 28},\n",
       "     {'value': '(-72.983889, 75.246389)', 'count': 27},\n",
       "     {'value': '(-80.066670, 156.383330)', 'count': 27},\n",
       "     {'value': '(34.083330, -103.500000)', 'count': 27},\n",
       "     {'value': '(27.166670, -9.500000)', 'count': 24}],\n",
       "    'count_uniques': 17101},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}}},\n",
       " 'file_name': 'data/Meteorite_Landings.csv',\n",
       " 'summary': {'cols_count': 10,\n",
       "  'rows_count': 45716,\n",
       "  'dtypes_list': ['object', 'int64'],\n",
       "  'total_count_dtypes': 2,\n",
       "  'missing_count': 0}}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.ext.profile(\"*\")\n",
    "# df.cols.max(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'optimus.new_optimus.DaskDataFrame'>\n",
      "1\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from optimus.engines.dask.functions import DaskFunctions\n",
    "DaskFunctions().min(df[\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'ext'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-43-770c3f45d27c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mhist\u001b[1;34m(self, columns, buckets, compute)\u001b[0m\n\u001b[0;32m   1591\u001b[0m                     _columns}\n\u001b[0;32m   1592\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1593\u001b[1;33m         \u001b[0m_min\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtidy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1594\u001b[0m         \u001b[0m_max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtidy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1595\u001b[0m         \u001b[0m_bins\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_bins_col\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_min\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mmin\u001b[1;34m(self, columns, tidy, compute)\u001b[0m\n\u001b[0;32m    761\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtidy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    762\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 763\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0magg_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mF\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtidy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtidy\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    764\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    765\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtidy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36magg_exprs\u001b[1;34m(self, columns, funcs, compute, tidy, *args)\u001b[0m\n\u001b[0;32m    740\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[0mfuncs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mval_to_list\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m         \u001b[0mfuncs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m{\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m}\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcol_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m         \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuncs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m    740\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[0mfuncs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mval_to_list\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m         \u001b[0mfuncs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m{\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m}\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcol_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m         \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuncs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\functions.py\u001b[0m in \u001b[0;36mmin\u001b[1;34m(series)\u001b[0m\n\u001b[0;32m     16\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     17\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 18\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mseries\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_float\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     19\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     20\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'Series' object has no attribute 'ext'"
     ]
    }
   ],
   "source": [
    "df.cols.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# df.functions\n",
    "# from pyspark.sql import functions as F\n",
    "# dir(F)\n",
    "df.data.replace(\"name\",\"A\",\"a\").show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(name='Aachen', id=1, nametype='Valid', recclass='L5', mass (g)=21.0, fall='Fell', year='01/01/1880 12:00:00 AM', reclat=50.775, reclong=6.08333, GeoLocation='(50.775000, 6.083330)'),\n",
       " Row(name='Aarhus', id=2, nametype='Valid', recclass='H6', mass (g)=720.0, fall='Fell', year='01/01/1951 12:00:00 AM', reclat=56.18333, reclong=10.23333, GeoLocation='(56.183330, 10.233330)'),\n",
       " Row(name='Abee', id=6, nametype='Valid', recclass='EH4', mass (g)=107000.0, fall='Fell', year='01/01/1952 12:00:00 AM', reclat=54.21667, reclong=-113.0, GeoLocation='(54.216670, -113.000000)'),\n",
       " Row(name='Acapulco', id=10, nametype='Valid', recclass='Acapulcoite', mass (g)=1914.0, fall='Fell', year='01/01/1976 12:00:00 AM', reclat=16.88333, reclong=-99.9, GeoLocation='(16.883330, -99.900000)'),\n",
       " Row(name='Achiras', id=370, nametype='Valid', recclass='L6', mass (g)=780.0, fall='Fell', year='01/01/1902 12:00:00 AM', reclat=-33.16667, reclong=-64.95, GeoLocation='(-33.166670, -64.950000)'),\n",
       " Row(name='Adhi Kot', id=379, nametype='Valid', recclass='EH4', mass (g)=4239.0, fall='Fell', year='01/01/1919 12:00:00 AM', reclat=32.1, reclong=71.8, GeoLocation='(32.100000, 71.800000)'),\n",
       " Row(name='Adzhi-Bogdo (stone)', id=390, nametype='Valid', recclass='LL3-6', mass (g)=910.0, fall='Fell', year='01/01/1949 12:00:00 AM', reclat=44.83333, reclong=95.16667, GeoLocation='(44.833330, 95.166670)'),\n",
       " Row(name='Agen', id=392, nametype='Valid', recclass='H5', mass (g)=30000.0, fall='Fell', year='01/01/1814 12:00:00 AM', reclat=44.21667, reclong=0.61667, GeoLocation='(44.216670, 0.616670)'),\n",
       " Row(name='Aguada', id=398, nametype='Valid', recclass='L6', mass (g)=1620.0, fall='Fell', year='01/01/1930 12:00:00 AM', reclat=-31.6, reclong=-65.23333, GeoLocation='(-31.600000, -65.233330)'),\n",
       " Row(name='Aguila Blanca', id=417, nametype='Valid', recclass='L', mass (g)=1440.0, fall='Fell', year='01/01/1920 12:00:00 AM', reclat=-30.86667, reclong=-64.55, GeoLocation='(-30.866670, -64.550000)')]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'list' object has no attribute 'ext'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<timed eval>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mprofile\u001b[1;34m(self, columns, bins, output, flush, size)\u001b[0m\n\u001b[0;32m    591\u001b[0m             \u001b[0mnumeric_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    592\u001b[0m             \u001b[0mstring_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 593\u001b[1;33m             \u001b[0mcols_and_inferred_dtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minfer_profiler_dtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_to_profile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    594\u001b[0m             \u001b[0mcompute\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    595\u001b[0m             \u001b[0mmismatch\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcount_mismatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_and_inferred_dtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36minfer_profiler_dtypes\u001b[1;34m(self, columns)\u001b[0m\n\u001b[0;32m   1710\u001b[0m         \u001b[1;31m# Infer the data type from every element in a Series.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1711\u001b[0m         \u001b[1;31m# FIX: could this be vectorized\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1712\u001b[1;33m         \u001b[0msample\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtotal_preview_rows\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1713\u001b[0m         \u001b[0mpdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msample\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapplymap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mInfer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse_pandas\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1714\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'ext'"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df.ext.profile()\n",
    "# df.cols.frequency()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Ext' object has no attribute 'cast'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-128-b0fa04256dc8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"nametype\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"int\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'Ext' object has no attribute 'cast'"
     ]
    }
   ],
   "source": [
    "df.cols.cast(\"nametype\",\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'self' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-109-bb94dd60d9bb>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrequency\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mfrequency\u001b[1;34m(self, columns, n, percentage, total_rows)\u001b[0m\n\u001b[0;32m   1632\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1633\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mnon_compatible_columns\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1634\u001b[1;33m                 \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnon_compatible_columns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"str\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1635\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1636\u001b[0m             freq = (df.select(columns).rdd\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mcast\u001b[1;34m(input_cols, dtype, output_cols, columns)\u001b[0m\n\u001b[0;32m    353\u001b[0m         \u001b[1;31m# Parse params\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    354\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 355\u001b[1;33m             \u001b[0minput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    356\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_list\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mis_one_element\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    357\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'self' is not defined"
     ]
    }
   ],
   "source": [
    "df.cols.frequency()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_search_and_replace_by {'3': '10', '2': '10'}\n",
      "multiple_replace <function Cols.replace.<locals>.func_chars_words.<locals>.multiple_replace at 0x0000027178962A68>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'name' with function multiple_replace\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "expression_func <function func_factory.<locals>.expression_func at 0x0000027178330A68>\n",
      "inner <function func_factory.<locals>.expression_func.<locals>.inner at 0x00000271791243A8>\n",
      "AAAAAAAAAAAA ({'3': '10', '2': '10'},)\n",
      "func <function Cols.replace.<locals>.func_chars_words.<locals>.multiple_replace at 0x0000027178962A68>\n",
      "__search_and_replace_by11111111111 {'3': '10', '2': '10'}\n",
      "result11111111----- name\n",
      "-----------------df_func(_func, args)(col) name\n",
      "inner <function func_factory.<locals>.expression_func.<locals>.inner at 0x0000027178962288>\n",
      "AAAAAAAAAAAA ({'3': '10', '2': '10'},)\n",
      "func <function Cols.replace.<locals>.func_chars_words.<locals>.multiple_replace at 0x0000027178962A68>\n",
      "__search_and_replace_by11111111111 {'3': '10', '2': '10'}\n",
      "result11111111----- name\n",
      "main_query name\n"
     ]
    },
    {
     "ename": "AssertionError",
     "evalue": "col should be Column",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-102-5f9c16bee1fe>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;31m# from pyspark.sql import functions as F\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;31m# df.data.withColumn(\"name\", F.col(\"name\"))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"name\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m\"3\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mreplace\u001b[1;34m(self, input_cols, search, replace_by, search_by, output_cols)\u001b[0m\n\u001b[0;32m   1031\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1032\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1033\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msearch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreplace_by\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1034\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1035\u001b[0m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpreserve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mActions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mREPLACE\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mfunc_chars_words\u001b[1;34m(_df, _input_col, _output_col, _search, _replace_by)\u001b[0m\n\u001b[0;32m    993\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"_search_and_replace_by\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0m_search_and_replace_by\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    994\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"multiple_replace\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmultiple_replace\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 995\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_input_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmultiple_replace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"str\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0m_search_and_replace_by\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_output_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    996\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    997\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0mfunc_full\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_df\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_input_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_output_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_search\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_replace_by\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, input_cols, func, func_return_type, args, func_type, when, filter_col_by_dtypes, output_cols, skip_output_cols_processing, meta_action, default, mode)\u001b[0m\n\u001b[0;32m    225\u001b[0m             \u001b[1;31m# print(\"expr(when)\",type(expr(when)),expr(when))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    226\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 227\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexpr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwhen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    228\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpreserve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeta_action\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    229\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\dataframe.py\u001b[0m in \u001b[0;36mwithColumn\u001b[1;34m(self, colName, col)\u001b[0m\n\u001b[0;32m   1995\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1996\u001b[0m         \"\"\"\n\u001b[1;32m-> 1997\u001b[1;33m         \u001b[1;32massert\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mColumn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"col should be Column\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1998\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolName\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msql_ctx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1999\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAssertionError\u001b[0m: col should be Column"
     ]
    }
   ],
   "source": [
    "# df.cols.lower(\"name\")\n",
    "# from pyspark.sql import functions as F\n",
    "# df.data.withColumn(\"name\", F.col(\"name\"))\n",
    "df.cols.replace(\"name\", [\"3\", 2], 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "ename": "AssertionError",
     "evalue": "col should be Column",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-59-75c6bffac50a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"name\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"name\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\dataframe.py\u001b[0m in \u001b[0;36mwithColumn\u001b[1;34m(self, colName, col)\u001b[0m\n\u001b[0;32m   1995\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1996\u001b[0m         \"\"\"\n\u001b[1;32m-> 1997\u001b[1;33m         \u001b[1;32massert\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mColumn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"col should be Column\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1998\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolName\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msql_ctx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1999\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAssertionError\u001b[0m: col should be Column"
     ]
    }
   ],
   "source": [
    "df.data.withColumn(\"name\",\"name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_search_and_replace_by {'A': 'a'}\n",
      "input_col, output_col name name <function Cols.apply.<locals>.expr at 0x00000271789A1AF8>\n"
     ]
    },
    {
     "ename": "AssertionError",
     "evalue": "col should be Column",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-55-d0f06bc65c58>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"name\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"A\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"a\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;31m# df.cols.lower(\"name\")\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mreplace\u001b[1;34m(self, input_cols, search, replace_by, search_by, output_cols)\u001b[0m\n\u001b[0;32m   1025\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msearch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreplace_by\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpreserve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mActions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mREPLACE\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mfunc_chars_words\u001b[1;34m(_df, _input_col, _output_col, _search, _replace_by)\u001b[0m\n\u001b[0;32m    987\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    988\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"_search_and_replace_by\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0m_search_and_replace_by\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 989\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_input_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmultiple_replace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"str\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0m_search_and_replace_by\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_output_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    990\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    991\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0mfunc_full\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_df\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_input_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_output_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_search\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_replace_by\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, input_cols, func, func_return_type, args, func_type, when, filter_col_by_dtypes, output_cols, skip_output_cols_processing, meta_action, default, mode)\u001b[0m\n\u001b[0;32m    221\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    222\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"input_col, output_col\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexpr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 223\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    224\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpreserve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeta_action\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    225\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\dataframe.py\u001b[0m in \u001b[0;36mwithColumn\u001b[1;34m(self, colName, col)\u001b[0m\n\u001b[0;32m   1995\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1996\u001b[0m         \"\"\"\n\u001b[1;32m-> 1997\u001b[1;33m         \u001b[1;32massert\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mColumn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"col should be Column\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1998\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwithColumn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolName\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msql_ctx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1999\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAssertionError\u001b[0m: col should be Column"
     ]
    }
   ],
   "source": [
    "df.cols.replace(\"name\", \"A\",\"a\")\n",
    "# df.cols.lower(\"name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col name name <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'name' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col id id <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'id' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col nametype nametype <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'nametype' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col recclass recclass <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'recclass' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col mass (g) mass (g) <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'mass (g)' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col fall fall <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'fall' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col year year <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'year' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col reclat reclat <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'reclat' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col reclong reclong <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'reclong' with function to_integer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_col, output_col GeoLocation GeoLocation <function Cols.apply.<locals>.expr at 0x000002717888EEE8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'column_exp' to process column 'GeoLocation' with function to_integer\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56\">\n",
       "                \n",
       "                56\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000\">\n",
       "                \n",
       "                107000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54\">\n",
       "                \n",
       "                54\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113\">\n",
       "                \n",
       "                -113\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914\">\n",
       "                \n",
       "                1914\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16\">\n",
       "                \n",
       "                16\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99\">\n",
       "                \n",
       "                -99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780\">\n",
       "                \n",
       "                780\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33\">\n",
       "                \n",
       "                -33\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64\">\n",
       "                \n",
       "                -64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239\">\n",
       "                \n",
       "                4239\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32\">\n",
       "                \n",
       "                32\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71\">\n",
       "                \n",
       "                71\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910\">\n",
       "                \n",
       "                910\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95\">\n",
       "                \n",
       "                95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000\">\n",
       "                \n",
       "                30000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620\">\n",
       "                \n",
       "                1620\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31\">\n",
       "                \n",
       "                -31\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65\">\n",
       "                \n",
       "                -65\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440\">\n",
       "                \n",
       "                1440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30\">\n",
       "                \n",
       "                -30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64\">\n",
       "                \n",
       "                -64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.to_integer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cudf'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-49-0c74d5199f16>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"name\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"a\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"b\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mreplace\u001b[1;34m(self, input_cols, search, replace_by, search_by, output_cols)\u001b[0m\n\u001b[0;32m   1020\u001b[0m             \u001b[0mfilter_dtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstants\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNUMERIC_TYPES\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1021\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1022\u001b[1;33m         \u001b[0minput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0modf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilter_by_column_dtypes\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfilter_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1023\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1024\u001b[0m         \u001b[0mcheck_column_numbers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mparse_columns\u001b[1;34m(df, cols_args, get_args, is_regex, filter_by_column_dtypes, accepts_missing_cols, invert)\u001b[0m\n\u001b[0;32m    167\u001b[0m     \u001b[1;31m# if columns value is * get all dataframes columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    168\u001b[0m     \u001b[0mattrs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 169\u001b[1;33m     \u001b[0mdf_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcolumns_names\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    170\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    171\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mis_regex\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcolumns_names\u001b[1;34m(df)\u001b[0m\n\u001b[0;32m    137\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mis_pandas_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mis_dask_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    138\u001b[0m         \u001b[0mcolumns_names\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 139\u001b[1;33m     \u001b[1;32melif\u001b[0m \u001b[0mis_cudf_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    140\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    141\u001b[0m         \u001b[0mcolumns_names\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\check.py\u001b[0m in \u001b[0;36mis_cudf_dataframe\u001b[1;34m(value)\u001b[0m\n\u001b[0;32m     73\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     74\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mis_cudf_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 75\u001b[1;33m     \u001b[1;32mfrom\u001b[0m \u001b[0mcudf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcore\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mDataFrame\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mCUDFDataFrame\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     76\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCUDFDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     77\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'cudf'"
     ]
    }
   ],
   "source": [
    "df.cols.replace(\"name\",\"a\",\"b\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "percentile() missing 1 required positional argument: 'relative_error'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-44-f582e378cbca>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# df.cols.lower(\"name\").cols.upper(\"nametype\").ext.display()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpercentile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mpercentile\u001b[1;34m(self, columns, values, relative_error, tidy, compute)\u001b[0m\n\u001b[0;32m    779\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    780\u001b[0m             \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m0.25\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.75\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 781\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0magg_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mF\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpercentile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrelative_error\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtidy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtidy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    782\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    783\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mmedian\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrelative_error\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mRELATIVE_ERROR\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtidy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36magg_exprs\u001b[1;34m(self, columns, funcs, compute, tidy, *args)\u001b[0m\n\u001b[0;32m    562\u001b[0m         \u001b[1;33m:\u001b[0m\u001b[1;32mreturn\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    563\u001b[0m         \"\"\"\n\u001b[1;32m--> 564\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    565\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    566\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mexec_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexprs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mcreate_exprs\u001b[1;34m(self, columns, funcs, *args)\u001b[0m\n\u001b[0;32m    548\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0m_exprs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    549\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 550\u001b[1;33m         \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_agg_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexprs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    551\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    552\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36m_agg_exprs\u001b[1;34m(_funcs)\u001b[0m\n\u001b[0;32m    541\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    542\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0m_filter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_col_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_func\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 543\u001b[1;33m                     \u001b[0magg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0m_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    544\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0magg\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    545\u001b[0m                         \u001b[0mfunc_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_beautify_col_names\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_func\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: percentile() missing 1 required positional argument: 'relative_error'"
     ]
    }
   ],
   "source": [
    "# df.cols.lower(\"name\").cols.upper(\"nametype\").ext.display()\n",
    "df.cols.percentile(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/Meteorite_Landings.csv'}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.select(\"name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (double)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775\">\n",
       "                \n",
       "                50.775\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.08333\">\n",
       "                \n",
       "                6.08333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720.0\">\n",
       "                \n",
       "                720.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.18333\">\n",
       "                \n",
       "                56.18333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.23333\">\n",
       "                \n",
       "                10.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000.0\">\n",
       "                \n",
       "                107000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.21667\">\n",
       "                \n",
       "                54.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.0\">\n",
       "                \n",
       "                -113.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914.0\">\n",
       "                \n",
       "                1914.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.88333\">\n",
       "                \n",
       "                16.88333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.9\">\n",
       "                \n",
       "                -99.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780.0\">\n",
       "                \n",
       "                780.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.16667\">\n",
       "                \n",
       "                -33.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.95\">\n",
       "                \n",
       "                -64.95\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239.0\">\n",
       "                \n",
       "                4239.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.1\">\n",
       "                \n",
       "                32.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.8\">\n",
       "                \n",
       "                71.8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910.0\">\n",
       "                \n",
       "                910.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.83333\">\n",
       "                \n",
       "                44.83333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.16667\">\n",
       "                \n",
       "                95.16667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000.0\">\n",
       "                \n",
       "                30000.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.21667\">\n",
       "                \n",
       "                44.21667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.61667\">\n",
       "                \n",
       "                0.61667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620.0\">\n",
       "                \n",
       "                1620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.6\">\n",
       "                \n",
       "                -31.6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.23333\">\n",
       "                \n",
       "                -65.23333\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440.0\">\n",
       "                \n",
       "                1440.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.86667\">\n",
       "                \n",
       "                -30.86667\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.55\">\n",
       "                \n",
       "                -64.55\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">2 partition(s) &lt;class &#39;optimus.new_optimus.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.SparkDataFrame'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['name',\n",
       " 'id',\n",
       " 'nametype',\n",
       " 'recclass',\n",
       " 'mass (g)',\n",
       " 'fall',\n",
       " 'year',\n",
       " 'reclat',\n",
       " 'reclong',\n",
       " 'GeoLocation']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Using 'pandas_udf' to process column 'name' with function _remove_accents\n"
     ]
    },
    {
     "ename": "Py4JJavaError",
     "evalue": "An error occurred while calling o301.showString.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 11.0 failed 1 times, most recent failure: Lost task 0.0 in stage 11.0 (TID 16, localhost, executor driver): java.lang.IllegalArgumentException\r\n\tat java.nio.ByteBuffer.allocate(ByteBuffer.java:334)\r\n\tat org.apache.arrow.vector.ipc.message.MessageSerializer.readMessage(MessageSerializer.java:543)\r\n\tat org.apache.arrow.vector.ipc.message.MessageChannelReader.readNext(MessageChannelReader.java:58)\r\n\tat org.apache.arrow.vector.ipc.ArrowStreamReader.readSchema(ArrowStreamReader.java:132)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.initialize(ArrowReader.java:181)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.ensureInitialized(ArrowReader.java:172)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.getVectorSchemaRoot(ArrowReader.java:65)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:162)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\n\nDriver stacktrace:\r\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:1925)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1913)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1912)\r\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\r\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\r\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:1912)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat scala.Option.foreach(Option.scala:257)\r\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:2146)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2095)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2084)\r\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:49)\r\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:759)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2061)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2082)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2101)\r\n\tat org.apache.spark.sql.execution.SparkPlan.executeTake(SparkPlan.scala:365)\r\n\tat org.apache.spark.sql.execution.CollectLimitExec.executeCollect(limit.scala:38)\r\n\tat org.apache.spark.sql.Dataset.org$apache$spark$sql$Dataset$$collectFromPlan(Dataset.scala:3389)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$head$1.apply(Dataset.scala:2550)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$head$1.apply(Dataset.scala:2550)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$52.apply(Dataset.scala:3370)\r\n\tat org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:80)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:127)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:75)\r\n\tat org.apache.spark.sql.Dataset.org$apache$spark$sql$Dataset$$withAction(Dataset.scala:3369)\r\n\tat org.apache.spark.sql.Dataset.head(Dataset.scala:2550)\r\n\tat org.apache.spark.sql.Dataset.take(Dataset.scala:2764)\r\n\tat org.apache.spark.sql.Dataset.getRows(Dataset.scala:254)\r\n\tat org.apache.spark.sql.Dataset.showString(Dataset.scala:291)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\r\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\r\n\tat java.lang.reflect.Method.invoke(Method.java:498)\r\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\r\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\r\n\tat py4j.Gateway.invoke(Gateway.java:282)\r\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\r\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\r\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\nCaused by: java.lang.IllegalArgumentException\r\n\tat java.nio.ByteBuffer.allocate(ByteBuffer.java:334)\r\n\tat org.apache.arrow.vector.ipc.message.MessageSerializer.readMessage(MessageSerializer.java:543)\r\n\tat org.apache.arrow.vector.ipc.message.MessageChannelReader.readNext(MessageChannelReader.java:58)\r\n\tat org.apache.arrow.vector.ipc.ArrowStreamReader.readSchema(ArrowStreamReader.java:132)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.initialize(ArrowReader.java:181)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.ensureInitialized(ArrowReader.java:172)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.getVectorSchemaRoot(ArrowReader.java:65)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:162)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\t... 1 more\r\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mPy4JJavaError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-18-6d581b074b5b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mremove_accents\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"name\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\dataframe.py\u001b[0m in \u001b[0;36mshow\u001b[1;34m(self, n, truncate, vertical)\u001b[0m\n\u001b[0;32m    379\u001b[0m         \"\"\"\n\u001b[0;32m    380\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtruncate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbool\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 381\u001b[1;33m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshowString\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m20\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvertical\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    382\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    383\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshowString\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtruncate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvertical\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\py4j\\java_gateway.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m   1255\u001b[0m         \u001b[0manswer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgateway_client\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1256\u001b[0m         return_value = get_return_value(\n\u001b[1;32m-> 1257\u001b[1;33m             answer, self.gateway_client, self.target_id, self.name)\n\u001b[0m\u001b[0;32m   1258\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1259\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mtemp_arg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtemp_args\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\utils.py\u001b[0m in \u001b[0;36mdeco\u001b[1;34m(*a, **kw)\u001b[0m\n\u001b[0;32m     61\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mdeco\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     62\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     64\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mpy4j\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprotocol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPy4JJavaError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     65\u001b[0m             \u001b[0ms\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjava_exception\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtoString\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\py4j\\protocol.py\u001b[0m in \u001b[0;36mget_return_value\u001b[1;34m(answer, gateway_client, target_id, name)\u001b[0m\n\u001b[0;32m    326\u001b[0m                 raise Py4JJavaError(\n\u001b[0;32m    327\u001b[0m                     \u001b[1;34m\"An error occurred while calling {0}{1}{2}.\\n\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 328\u001b[1;33m                     format(target_id, \".\", name), value)\n\u001b[0m\u001b[0;32m    329\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m                 raise Py4JError(\n",
      "\u001b[1;31mPy4JJavaError\u001b[0m: An error occurred while calling o301.showString.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 11.0 failed 1 times, most recent failure: Lost task 0.0 in stage 11.0 (TID 16, localhost, executor driver): java.lang.IllegalArgumentException\r\n\tat java.nio.ByteBuffer.allocate(ByteBuffer.java:334)\r\n\tat org.apache.arrow.vector.ipc.message.MessageSerializer.readMessage(MessageSerializer.java:543)\r\n\tat org.apache.arrow.vector.ipc.message.MessageChannelReader.readNext(MessageChannelReader.java:58)\r\n\tat org.apache.arrow.vector.ipc.ArrowStreamReader.readSchema(ArrowStreamReader.java:132)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.initialize(ArrowReader.java:181)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.ensureInitialized(ArrowReader.java:172)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.getVectorSchemaRoot(ArrowReader.java:65)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:162)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\n\nDriver stacktrace:\r\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:1925)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1913)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1912)\r\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\r\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\r\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:1912)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:948)\r\n\tat scala.Option.foreach(Option.scala:257)\r\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:948)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:2146)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2095)\r\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2084)\r\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:49)\r\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:759)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2061)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2082)\r\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2101)\r\n\tat org.apache.spark.sql.execution.SparkPlan.executeTake(SparkPlan.scala:365)\r\n\tat org.apache.spark.sql.execution.CollectLimitExec.executeCollect(limit.scala:38)\r\n\tat org.apache.spark.sql.Dataset.org$apache$spark$sql$Dataset$$collectFromPlan(Dataset.scala:3389)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$head$1.apply(Dataset.scala:2550)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$head$1.apply(Dataset.scala:2550)\r\n\tat org.apache.spark.sql.Dataset$$anonfun$52.apply(Dataset.scala:3370)\r\n\tat org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:80)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:127)\r\n\tat org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:75)\r\n\tat org.apache.spark.sql.Dataset.org$apache$spark$sql$Dataset$$withAction(Dataset.scala:3369)\r\n\tat org.apache.spark.sql.Dataset.head(Dataset.scala:2550)\r\n\tat org.apache.spark.sql.Dataset.take(Dataset.scala:2764)\r\n\tat org.apache.spark.sql.Dataset.getRows(Dataset.scala:254)\r\n\tat org.apache.spark.sql.Dataset.showString(Dataset.scala:291)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\r\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\r\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\r\n\tat java.lang.reflect.Method.invoke(Method.java:498)\r\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\r\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\r\n\tat py4j.Gateway.invoke(Gateway.java:282)\r\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\r\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\r\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\r\n\tat java.lang.Thread.run(Thread.java:748)\r\nCaused by: java.lang.IllegalArgumentException\r\n\tat java.nio.ByteBuffer.allocate(ByteBuffer.java:334)\r\n\tat org.apache.arrow.vector.ipc.message.MessageSerializer.readMessage(MessageSerializer.java:543)\r\n\tat org.apache.arrow.vector.ipc.message.MessageChannelReader.readNext(MessageChannelReader.java:58)\r\n\tat org.apache.arrow.vector.ipc.ArrowStreamReader.readSchema(ArrowStreamReader.java:132)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.initialize(ArrowReader.java:181)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.ensureInitialized(ArrowReader.java:172)\r\n\tat org.apache.arrow.vector.ipc.ArrowReader.getVectorSchemaRoot(ArrowReader.java:65)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:162)\r\n\tat org.apache.spark.sql.execution.python.ArrowPythonRunner$$anon$1.read(ArrowPythonRunner.scala:122)\r\n\tat org.apache.spark.api.python.BasePythonRunner$ReaderIterator.hasNext(PythonRunner.scala:410)\r\n\tat org.apache.spark.InterruptibleIterator.hasNext(InterruptibleIterator.scala:37)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:102)\r\n\tat org.apache.spark.sql.execution.python.ArrowEvalPythonExec.evaluate(ArrowEvalPythonExec.scala:100)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:127)\r\n\tat org.apache.spark.sql.execution.python.EvalPythonExec$$anonfun$doExecute$1.apply(EvalPythonExec.scala:89)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$23.apply(RDD.scala:823)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)\r\n\tat org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:346)\r\n\tat org.apache.spark.rdd.RDD.iterator(RDD.scala:310)\r\n\tat org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)\r\n\tat org.apache.spark.scheduler.Task.run(Task.scala:123)\r\n\tat org.apache.spark.executor.Executor$TaskRunner$$anonfun$10.apply(Executor.scala:408)\r\n\tat org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1360)\r\n\tat org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:414)\r\n\tat java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)\r\n\tat java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)\r\n\t... 1 more\r\n"
     ]
    }
   ],
   "source": [
    "df.cols.remove_accents(\"name\").data.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.cols.to_datetime(\"%Y/%m/%d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Row(name='Aachen', id=1, nametype='Valid', recclass='L5', mass (g)=21.0, fall='Fell', year='01/01/1880 12:00:00 AM', reclat=50.775, reclong=6.08333, GeoLocation='(50.775000, 6.083330)')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.cols.to_datetime(\"birth\", \"%Y/%m/%d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.cols.lower()\n",
    "# df.cols.to_datetime(\"birth\", format= \"%Y/%m/%d\").cols.year(\"birth\")\n",
    "# df.cols.to_datetime(\"birth\", format= \"%Y/%m/%d\")\n",
    "\n",
    "# df.cols.year(\"birth\", format= \"%Y/%m/%d\")\n",
    "# df.cols.lower(\"firstName\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.cols.select(\"firstName\").cols.to_string().cols.remove_accents().cols.replace(\n",
    "#                 search=\"L\", replace_by=\"aaa\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 2.76 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'name': {'values': [{'value': 'Ulllll ######', 'count': 5105},\n",
       "   {'value': 'Ullllllll Ulllll ####', 'count': 4064},\n",
       "   {'value': 'Ullll Ullllllll Ullll #####', 'count': 3393},\n",
       "   {'value': 'Ullll Ullll #####', 'count': 2682},\n",
       "   {'value': 'Ullll Ullllllll ######', 'count': 2462},\n",
       "   {'value': 'Ulllll #####', 'count': 2304},\n",
       "   {'value': 'Ulllllll Ullllll #####', 'count': 2177},\n",
       "   {'value': 'Ullll ######', 'count': 1263},\n",
       "   {'value': 'UlUll Ulllllll #####', 'count': 1152},\n",
       "   {'value': 'Ulllll ###', 'count': 1076}],\n",
       "  'more': True,\n",
       "  'updated': 1604903513.3142393}}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.pattern_counts(\"name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/Meteorite_Landings.csv',\n",
       " 'profile': {'columns': {'name': {'patterns': {'values': [{'value': 'Ulllll ######',\n",
       "       'count': 5105},\n",
       "      {'value': 'Ullllllll Ulllll ####', 'count': 4064},\n",
       "      {'value': 'Ullll Ullllllll Ullll #####', 'count': 3393},\n",
       "      {'value': 'Ullll Ullll #####', 'count': 2682},\n",
       "      {'value': 'Ullll Ullllllll ######', 'count': 2462},\n",
       "      {'value': 'Ulllll #####', 'count': 2304},\n",
       "      {'value': 'Ulllllll Ullllll #####', 'count': 2177},\n",
       "      {'value': 'Ullll ######', 'count': 1263},\n",
       "      {'value': 'UlUll Ulllllll #####', 'count': 1152},\n",
       "      {'value': 'Ulllll ###', 'count': 1076}],\n",
       "     'more': True,\n",
       "     'updated': 1604903513.3142393}}}}}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dask Series Structure:\n",
       "npartitions=1\n",
       "    object\n",
       "       ...\n",
       "Name: name, dtype: object\n",
       "Dask Name: getitem, 7 tasks"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df.cols.select(\"name\").cols.to_string().data[\"name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'frequency': {'name': {'values': [{'value': 'Święcany', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 012', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 045', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 046', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 047', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 048', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 049', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 050', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 051', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 043', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 032', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 031', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 030', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 009', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 010', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 011', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 013', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 007', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 014', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 017', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 018', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 019', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 020', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 021', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 022', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 023', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 024', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 025', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 026', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 027', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 028', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 029', 'count': 1},\n",
       "    {'value': 'Hammadah al Hamra 044', 'count': 1}]},\n",
       "  'id': {'values': [{'value': '9999', 'count': 1},\n",
       "    {'value': '23983', 'count': 1},\n",
       "    {'value': '24014', 'count': 1},\n",
       "    {'value': '24015', 'count': 1},\n",
       "    {'value': '24016', 'count': 1},\n",
       "    {'value': '24017', 'count': 1},\n",
       "    {'value': '24018', 'count': 1},\n",
       "    {'value': '24019', 'count': 1},\n",
       "    {'value': '24020', 'count': 1},\n",
       "    {'value': '24012', 'count': 1},\n",
       "    {'value': '240', 'count': 1},\n",
       "    {'value': '24', 'count': 1},\n",
       "    {'value': '23999', 'count': 1},\n",
       "    {'value': '23980', 'count': 1},\n",
       "    {'value': '23981', 'count': 1},\n",
       "    {'value': '23982', 'count': 1},\n",
       "    {'value': '23984', 'count': 1},\n",
       "    {'value': '23978', 'count': 1},\n",
       "    {'value': '23985', 'count': 1},\n",
       "    {'value': '23986', 'count': 1},\n",
       "    {'value': '23987', 'count': 1},\n",
       "    {'value': '23988', 'count': 1},\n",
       "    {'value': '23989', 'count': 1},\n",
       "    {'value': '23990', 'count': 1},\n",
       "    {'value': '23991', 'count': 1},\n",
       "    {'value': '23992', 'count': 1},\n",
       "    {'value': '23993', 'count': 1},\n",
       "    {'value': '23994', 'count': 1},\n",
       "    {'value': '23995', 'count': 1},\n",
       "    {'value': '23996', 'count': 1},\n",
       "    {'value': '23997', 'count': 1},\n",
       "    {'value': '23998', 'count': 1},\n",
       "    {'value': '24013', 'count': 1}]},\n",
       "  'nametype': {'values': [{'value': 'Valid', 'count': 45641},\n",
       "    {'value': 'Relict', 'count': 75}]},\n",
       "  'recclass': {'values': [{'value': 'L6', 'count': 8285},\n",
       "    {'value': 'H5', 'count': 7142},\n",
       "    {'value': 'L5', 'count': 4796},\n",
       "    {'value': 'H6', 'count': 4528},\n",
       "    {'value': 'H4', 'count': 4211},\n",
       "    {'value': 'LL5', 'count': 2766},\n",
       "    {'value': 'LL6', 'count': 2043},\n",
       "    {'value': 'L4', 'count': 1253},\n",
       "    {'value': 'H4/5', 'count': 428},\n",
       "    {'value': 'CM2', 'count': 416},\n",
       "    {'value': 'H3', 'count': 386},\n",
       "    {'value': 'L3', 'count': 365},\n",
       "    {'value': 'CO3', 'count': 335},\n",
       "    {'value': 'Ureilite', 'count': 300},\n",
       "    {'value': 'Iron, IIIAB', 'count': 285},\n",
       "    {'value': 'LL4', 'count': 268},\n",
       "    {'value': 'CV3', 'count': 256},\n",
       "    {'value': 'Diogenite', 'count': 241},\n",
       "    {'value': 'Howardite', 'count': 240},\n",
       "    {'value': 'LL', 'count': 225},\n",
       "    {'value': 'Eucrite', 'count': 221},\n",
       "    {'value': 'Eucrite-pmict', 'count': 207},\n",
       "    {'value': 'E3', 'count': 206},\n",
       "    {'value': 'H5/6', 'count': 193},\n",
       "    {'value': 'Mesosiderite', 'count': 137},\n",
       "    {'value': 'CR2', 'count': 135},\n",
       "    {'value': 'LL3', 'count': 128},\n",
       "    {'value': 'EH3', 'count': 120},\n",
       "    {'value': 'Iron, IIAB', 'count': 118},\n",
       "    {'value': 'Iron, ungrouped', 'count': 113},\n",
       "    {'value': 'H~5', 'count': 111},\n",
       "    {'value': 'L5/6', 'count': 109},\n",
       "    {'value': 'Eucrite-mmict', 'count': 108}]},\n",
       "  'mass (g)': {'values': [{'value': '1.3', 'count': 171},\n",
       "    {'value': '1.2', 'count': 140},\n",
       "    {'value': '1.4', 'count': 138},\n",
       "    {'value': '', 'count': 131},\n",
       "    {'value': '2.1', 'count': 130},\n",
       "    {'value': '2.4', 'count': 126},\n",
       "    {'value': '1.6', 'count': 120},\n",
       "    {'value': '0.5', 'count': 119},\n",
       "    {'value': '1.1', 'count': 116},\n",
       "    {'value': '3.8', 'count': 114},\n",
       "    {'value': '0.7', 'count': 111},\n",
       "    {'value': '1.5', 'count': 111},\n",
       "    {'value': '3.2', 'count': 109},\n",
       "    {'value': '3.1', 'count': 109},\n",
       "    {'value': '1.7', 'count': 109},\n",
       "    {'value': '3', 'count': 108},\n",
       "    {'value': '0.9', 'count': 108},\n",
       "    {'value': '0.6', 'count': 108},\n",
       "    {'value': '0.8', 'count': 107},\n",
       "    {'value': '1.8', 'count': 104},\n",
       "    {'value': '2.5', 'count': 103},\n",
       "    {'value': '2.7', 'count': 102},\n",
       "    {'value': '3.6', 'count': 96},\n",
       "    {'value': '2', 'count': 96},\n",
       "    {'value': '1', 'count': 96},\n",
       "    {'value': '4.2', 'count': 95},\n",
       "    {'value': '2.8', 'count': 93},\n",
       "    {'value': '2.9', 'count': 93},\n",
       "    {'value': '2.2', 'count': 92},\n",
       "    {'value': '2.6', 'count': 91},\n",
       "    {'value': '3.3', 'count': 88},\n",
       "    {'value': '4.6', 'count': 86},\n",
       "    {'value': '1.9', 'count': 86}]},\n",
       "  'fall': {'values': [{'value': 'Found', 'count': 44609},\n",
       "    {'value': 'Fell', 'count': 1107}]},\n",
       "  'year': {'values': [{'value': '01/01/2003 12:00:00 AM', 'count': 3323},\n",
       "    {'value': '01/01/1979 12:00:00 AM', 'count': 3046},\n",
       "    {'value': '01/01/1998 12:00:00 AM', 'count': 2697},\n",
       "    {'value': '01/01/2006 12:00:00 AM', 'count': 2456},\n",
       "    {'value': '01/01/1988 12:00:00 AM', 'count': 2296},\n",
       "    {'value': '01/01/2002 12:00:00 AM', 'count': 2078},\n",
       "    {'value': '01/01/2004 12:00:00 AM', 'count': 1940},\n",
       "    {'value': '01/01/2000 12:00:00 AM', 'count': 1792},\n",
       "    {'value': '01/01/1997 12:00:00 AM', 'count': 1696},\n",
       "    {'value': '01/01/1999 12:00:00 AM', 'count': 1691},\n",
       "    {'value': '01/01/2001 12:00:00 AM', 'count': 1650},\n",
       "    {'value': '01/01/1990 12:00:00 AM', 'count': 1518},\n",
       "    {'value': '01/01/2009 12:00:00 AM', 'count': 1497},\n",
       "    {'value': '01/01/1986 12:00:00 AM', 'count': 1375},\n",
       "    {'value': '01/01/2007 12:00:00 AM', 'count': 1189},\n",
       "    {'value': '01/01/2010 12:00:00 AM', 'count': 1005},\n",
       "    {'value': '01/01/1993 12:00:00 AM', 'count': 979},\n",
       "    {'value': '01/01/2008 12:00:00 AM', 'count': 957},\n",
       "    {'value': '01/01/1987 12:00:00 AM', 'count': 916},\n",
       "    {'value': '01/01/1991 12:00:00 AM', 'count': 877},\n",
       "    {'value': '01/01/2005 12:00:00 AM', 'count': 875},\n",
       "    {'value': '01/01/1994 12:00:00 AM', 'count': 719},\n",
       "    {'value': '01/01/2011 12:00:00 AM', 'count': 713},\n",
       "    {'value': '01/01/1974 12:00:00 AM', 'count': 691},\n",
       "    {'value': '01/01/1996 12:00:00 AM', 'count': 583},\n",
       "    {'value': '01/01/1995 12:00:00 AM', 'count': 487},\n",
       "    {'value': '01/01/1981 12:00:00 AM', 'count': 463},\n",
       "    {'value': '01/01/1977 12:00:00 AM', 'count': 421},\n",
       "    {'value': '01/01/1984 12:00:00 AM', 'count': 402},\n",
       "    {'value': '01/01/1985 12:00:00 AM', 'count': 378},\n",
       "    {'value': '01/01/1992 12:00:00 AM', 'count': 372},\n",
       "    {'value': '01/01/1983 12:00:00 AM', 'count': 360},\n",
       "    {'value': '01/01/1982 12:00:00 AM', 'count': 344}]},\n",
       "  'reclat': {'values': [{'value': '', 'count': 7315},\n",
       "    {'value': '0.000000', 'count': 6438},\n",
       "    {'value': '-71.500000', 'count': 4761},\n",
       "    {'value': '-84.000000', 'count': 3040},\n",
       "    {'value': '-72.000000', 'count': 1506},\n",
       "    {'value': '-79.683330', 'count': 1130},\n",
       "    {'value': '-76.716670', 'count': 680},\n",
       "    {'value': '-76.183330', 'count': 539},\n",
       "    {'value': '-84.216670', 'count': 263},\n",
       "    {'value': '-86.366670', 'count': 226},\n",
       "    {'value': '-86.716670', 'count': 217},\n",
       "    {'value': '-85.666670', 'count': 185},\n",
       "    {'value': '-24.850000', 'count': 178},\n",
       "    {'value': '-85.633330', 'count': 108},\n",
       "    {'value': '-72.954880', 'count': 74},\n",
       "    {'value': '-72.778890', 'count': 69},\n",
       "    {'value': '-72.983890', 'count': 67},\n",
       "    {'value': '58.583330', 'count': 64},\n",
       "    {'value': '-72.775000', 'count': 57},\n",
       "    {'value': '-72.778330', 'count': 52},\n",
       "    {'value': '-72.998890', 'count': 41},\n",
       "    {'value': '-72.779170', 'count': 40},\n",
       "    {'value': '34.083330', 'count': 40},\n",
       "    {'value': '-72.782500', 'count': 39},\n",
       "    {'value': '-72.983889', 'count': 37},\n",
       "    {'value': '29.916670', 'count': 35},\n",
       "    {'value': '-72.778610', 'count': 35},\n",
       "    {'value': '-83.250000', 'count': 35},\n",
       "    {'value': '-82.500000', 'count': 32},\n",
       "    {'value': '-25.233330', 'count': 32},\n",
       "    {'value': '-72.774720', 'count': 31},\n",
       "    {'value': '-72.773610', 'count': 31},\n",
       "    {'value': '-72.989720', 'count': 31}]},\n",
       "  'reclong': {'values': [{'value': '', 'count': 7315},\n",
       "    {'value': '0.000000', 'count': 6214},\n",
       "    {'value': '35.666670', 'count': 4985},\n",
       "    {'value': '168.000000', 'count': 3040},\n",
       "    {'value': '26.000000', 'count': 1506},\n",
       "    {'value': '159.750000', 'count': 657},\n",
       "    {'value': '159.666670', 'count': 637},\n",
       "    {'value': '157.166670', 'count': 542},\n",
       "    {'value': '155.750000', 'count': 473},\n",
       "    {'value': '160.500000', 'count': 263},\n",
       "    {'value': '-70.000000', 'count': 228},\n",
       "    {'value': '-141.500000', 'count': 217},\n",
       "    {'value': '175.000000', 'count': 185},\n",
       "    {'value': '-70.533330', 'count': 178},\n",
       "    {'value': '-68.700000', 'count': 105},\n",
       "    {'value': '160.473280', 'count': 74},\n",
       "    {'value': '13.433330', 'count': 64},\n",
       "    {'value': '159.333330', 'count': 44},\n",
       "    {'value': '75.313610', 'count': 42},\n",
       "    {'value': '75.246390', 'count': 42},\n",
       "    {'value': '-103.500000', 'count': 35},\n",
       "    {'value': '157.000000', 'count': 34},\n",
       "    {'value': '-5.583330', 'count': 33},\n",
       "    {'value': '75.187220', 'count': 33},\n",
       "    {'value': '155.500000', 'count': 32},\n",
       "    {'value': '-69.716670', 'count': 32},\n",
       "    {'value': '75.200000', 'count': 32},\n",
       "    {'value': '75.340000', 'count': 31},\n",
       "    {'value': '161.500000', 'count': 30},\n",
       "    {'value': '75.246389', 'count': 30},\n",
       "    {'value': '161.083330', 'count': 29},\n",
       "    {'value': '156.383330', 'count': 27},\n",
       "    {'value': '-69.766670', 'count': 24}]},\n",
       "  'GeoLocation': {'values': [{'value': '', 'count': 7315},\n",
       "    {'value': '(0.000000, 0.000000)', 'count': 6214},\n",
       "    {'value': '(-71.500000, 35.666670)', 'count': 4761},\n",
       "    {'value': '(-84.000000, 168.000000)', 'count': 3040},\n",
       "    {'value': '(-72.000000, 26.000000)', 'count': 1505},\n",
       "    {'value': '(-79.683330, 159.750000)', 'count': 657},\n",
       "    {'value': '(-76.716670, 159.666670)', 'count': 637},\n",
       "    {'value': '(-76.183330, 157.166670)', 'count': 539},\n",
       "    {'value': '(-79.683330, 155.750000)', 'count': 473},\n",
       "    {'value': '(-84.216670, 160.500000)', 'count': 263},\n",
       "    {'value': '(-86.366670, -70.000000)', 'count': 226},\n",
       "    {'value': '(0.000000, 35.666670)', 'count': 223},\n",
       "    {'value': '(-86.716670, -141.500000)', 'count': 217},\n",
       "    {'value': '(-85.666670, 175.000000)', 'count': 185},\n",
       "    {'value': '(-24.850000, -70.533330)', 'count': 178},\n",
       "    {'value': '(-85.633330, -68.700000)', 'count': 105},\n",
       "    {'value': '(-72.954880, 160.473280)', 'count': 74},\n",
       "    {'value': '(58.583330, 13.433330)', 'count': 64},\n",
       "    {'value': '(-76.716670, 159.333330)', 'count': 42},\n",
       "    {'value': '(-72.778890, 75.313610)', 'count': 39},\n",
       "    {'value': '(-72.983890, 75.246390)', 'count': 38},\n",
       "    {'value': '(-83.250000, 157.000000)', 'count': 34},\n",
       "    {'value': '(29.916670, -5.583330)', 'count': 33},\n",
       "    {'value': '(-82.500000, 155.500000)', 'count': 32},\n",
       "    {'value': '(-72.998890, 75.187220)', 'count': 32},\n",
       "    {'value': '(-25.233330, -69.716670)', 'count': 32},\n",
       "    {'value': '(-84.266670, 161.500000)', 'count': 30},\n",
       "    {'value': '(-84.283330, 161.083330)', 'count': 29},\n",
       "    {'value': '(-73.083330, 75.200000)', 'count': 28},\n",
       "    {'value': '(-72.983889, 75.246389)', 'count': 27},\n",
       "    {'value': '(-80.066670, 156.383330)', 'count': 27},\n",
       "    {'value': '(34.083330, -103.500000)', 'count': 27},\n",
       "    {'value': '(27.166670, -9.500000)', 'count': 24}]}}}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/Meteorite_Landings.csv'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'frequency': {'name': {'values': [{'value': 'False', 'count': 45716}]}}}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col_name = \"name\"\n",
    "df.cols.select(col_name).cols.to_string().cols.match(col_name, r\"^\\d+\\.\\d$\").cols.frequency()\n",
    "\n",
    "# df.cols.select(col_name).cols.to_string().data[col_name].str.match(func[dtype]).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'columns': {'name': {'patterns': {'values': [{'value': 'Ulllll ######',\n",
       "      'count': 5105},\n",
       "     {'value': 'Ullllllll Ulllll ####', 'count': 4064},\n",
       "     {'value': 'Ullll Ullllllll Ullll #####', 'count': 3393},\n",
       "     {'value': 'Ullll Ullll #####', 'count': 2682},\n",
       "     {'value': 'Ullll Ullllllll ######', 'count': 2462},\n",
       "     {'value': 'Ulllll #####', 'count': 2304},\n",
       "     {'value': 'Ulllllll Ullllll #####', 'count': 2177},\n",
       "     {'value': 'Ullll ######', 'count': 1263},\n",
       "     {'value': 'UlUll Ulllllll #####', 'count': 1152},\n",
       "     {'value': 'Ulllll ###', 'count': 1076}],\n",
       "    'more': True,\n",
       "    'updated': 1604903513.3142393},\n",
       "   'stats': {'match': 45716,\n",
       "    'missing': 0,\n",
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       "   'dtype': 'object',\n",
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       " 'file_name': 'data/Meteorite_Landings.csv',\n",
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       "  'dtypes_list': ['object', 'int64'],\n",
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      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      {'value': '(-84.266670, 161.500000)', 'count': 30},\n",
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       "     'count_uniques': 17101},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': {'dtype': 'string'}}},\n",
       "  'file_name': 'data/Meteorite_Landings.csv',\n",
       "  'summary': {'cols_count': 10,\n",
       "   'rows_count': 45716,\n",
       "   'dtypes_list': ['object', 'int64'],\n",
       "   'total_count_dtypes': 2,\n",
       "   'missing_count': 0}},\n",
       " 'transformations': {'actions': []}}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>object</td>\n",
       "      <td>int64</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: read-csv, 1 tasks</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "                 name     id nametype recclass mass (g)    fall    year  reclat reclong GeoLocation\n",
       "npartitions=1                                                                                      \n",
       "               object  int64   object   object   object  object  object  object  object      object\n",
       "                  ...    ...      ...      ...      ...     ...     ...     ...     ...         ...\n",
       "Dask Name: read-csv, 1 tasks"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775000\">\n",
       "                \n",
       "                50.775000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.083330\">\n",
       "                \n",
       "                6.083330\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
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       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
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       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.183330\">\n",
       "                \n",
       "                56.183330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.233330\">\n",
       "                \n",
       "                10.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000\">\n",
       "                \n",
       "                107000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.216670\">\n",
       "                \n",
       "                54.216670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.000000\">\n",
       "                \n",
       "                -113.000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914\">\n",
       "                \n",
       "                1914\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.883330\">\n",
       "                \n",
       "                16.883330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.900000\">\n",
       "                \n",
       "                -99.900000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780\">\n",
       "                \n",
       "                780\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.166670\">\n",
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       "                -33.166670\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.950000\">\n",
       "                \n",
       "                -64.950000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
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       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239\">\n",
       "                \n",
       "                4239\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.100000\">\n",
       "                \n",
       "                32.100000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.800000\">\n",
       "                \n",
       "                71.800000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910\">\n",
       "                \n",
       "                910\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.833330\">\n",
       "                \n",
       "                44.833330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.166670\">\n",
       "                \n",
       "                95.166670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000\">\n",
       "                \n",
       "                30000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.216670\">\n",
       "                \n",
       "                44.216670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.616670\">\n",
       "                \n",
       "                0.616670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620\">\n",
       "                \n",
       "                1620\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.600000\">\n",
       "                \n",
       "                -31.600000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.233330\">\n",
       "                \n",
       "                -65.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440\">\n",
       "                \n",
       "                1440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.866670\">\n",
       "                \n",
       "                -30.866670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.550000\">\n",
       "                \n",
       "                -64.550000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<class 'optimus.new_optimus.DaskDataFrame'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.775000</td>\n",
       "      <td>6.083330</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.183330</td>\n",
       "      <td>10.233330</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.216670</td>\n",
       "      <td>-113.000000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.883330</td>\n",
       "      <td>-99.900000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.166670</td>\n",
       "      <td>-64.950000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adhi Kot</td>\n",
       "      <td>379</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>4239</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1919 12:00:00 AM</td>\n",
       "      <td>32.100000</td>\n",
       "      <td>71.800000</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adzhi-Bogdo (stone)</td>\n",
       "      <td>390</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL3-6</td>\n",
       "      <td>910</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>44.833330</td>\n",
       "      <td>95.166670</td>\n",
       "      <td>(44.833330, 95.166670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agen</td>\n",
       "      <td>392</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>30000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1814 12:00:00 AM</td>\n",
       "      <td>44.216670</td>\n",
       "      <td>0.616670</td>\n",
       "      <td>(44.216670, 0.616670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Aguada</td>\n",
       "      <td>398</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>1620</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1930 12:00:00 AM</td>\n",
       "      <td>-31.600000</td>\n",
       "      <td>-65.233330</td>\n",
       "      <td>(-31.600000, -65.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aguila Blanca</td>\n",
       "      <td>417</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>1440</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1920 12:00:00 AM</td>\n",
       "      <td>-30.866670</td>\n",
       "      <td>-64.550000</td>\n",
       "      <td>(-30.866670, -64.550000)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name   id nametype     recclass mass (g)  fall  \\\n",
       "0               Aachen    1    Valid           L5       21  Fell   \n",
       "1               Aarhus    2    Valid           H6      720  Fell   \n",
       "2                 Abee    6    Valid          EH4   107000  Fell   \n",
       "3             Acapulco   10    Valid  Acapulcoite     1914  Fell   \n",
       "4              Achiras  370    Valid           L6      780  Fell   \n",
       "5             Adhi Kot  379    Valid          EH4     4239  Fell   \n",
       "6  Adzhi-Bogdo (stone)  390    Valid        LL3-6      910  Fell   \n",
       "7                 Agen  392    Valid           H5    30000  Fell   \n",
       "8               Aguada  398    Valid           L6     1620  Fell   \n",
       "9        Aguila Blanca  417    Valid            L     1440  Fell   \n",
       "\n",
       "                     year      reclat      reclong               GeoLocation  \n",
       "0  01/01/1880 12:00:00 AM   50.775000     6.083330     (50.775000, 6.083330)  \n",
       "1  01/01/1951 12:00:00 AM   56.183330    10.233330    (56.183330, 10.233330)  \n",
       "2  01/01/1952 12:00:00 AM   54.216670  -113.000000  (54.216670, -113.000000)  \n",
       "3  01/01/1976 12:00:00 AM   16.883330   -99.900000   (16.883330, -99.900000)  \n",
       "4  01/01/1902 12:00:00 AM  -33.166670   -64.950000  (-33.166670, -64.950000)  \n",
       "5  01/01/1919 12:00:00 AM   32.100000    71.800000    (32.100000, 71.800000)  \n",
       "6  01/01/1949 12:00:00 AM   44.833330    95.166670    (44.833330, 95.166670)  \n",
       "7  01/01/1814 12:00:00 AM   44.216670     0.616670     (44.216670, 0.616670)  \n",
       "8  01/01/1930 12:00:00 AM  -31.600000   -65.233330  (-31.600000, -65.233330)  \n",
       "9  01/01/1920 12:00:00 AM  -30.866670   -64.550000  (-30.866670, -64.550000)  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.head(\"*\",10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df <class 'dask.dataframe.core.Series'> Dask Series Structure:\n",
      "npartitions=1\n",
      "GeoLocation    int64\n",
      "year             ...\n",
      "dtype: int64\n",
      "Dask Name: dataframe-sum-agg, 4 tasks\n"
     ]
    },
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cudf'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-39-6e469caec322>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mprofile\u001b[1;34m(self, columns, bins, output, flush, size)\u001b[0m\n\u001b[0;32m    598\u001b[0m             \u001b[0mcols_and_inferred_dtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minfer_profiler_dtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_to_profile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    599\u001b[0m             \u001b[0mcompute\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 600\u001b[1;33m             \u001b[0mmismatch\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0modf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcount_mismatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_and_inferred_dtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    601\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    602\u001b[0m             \u001b[1;31m# Get with columns are numerical and does not have mismatch so we can calculate the histogram\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mcount_mismatch\u001b[1;34m(self, columns_type, **kwargs)\u001b[0m\n\u001b[0;32m   1623\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1624\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1625\u001b[1;33m         \u001b[0mnulls\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnull\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1626\u001b[0m         \u001b[0mtotal_rows\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1627\u001b[0m         \u001b[1;31m# TODO: Test this cudf.Series(cudf.core.column.string.cpp_is_integer(a[\"A\"]._column)) and fast_numbers\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mto_dict\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m     77\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     78\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"df\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 79\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mcollect_as_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     80\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     81\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\functions.py\u001b[0m in \u001b[0;36mcollect_as_dict\u001b[1;34m(df, limit)\u001b[0m\n\u001b[0;32m     55\u001b[0m     \u001b[0mdict_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     56\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 57\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0many_dataframe_to_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     58\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     59\u001b[0m     \u001b[1;31m# if there is only an element in the dict just return the value\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\converter.py\u001b[0m in \u001b[0;36many_dataframe_to_pandas\u001b[1;34m(df)\u001b[0m\n\u001b[0;32m    112\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mis_dask_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    113\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdask_dataframe_to_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 114\u001b[1;33m     \u001b[1;32melif\u001b[0m \u001b[0mis_cudf_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mis_cudf_series\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    115\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcudf_to_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    116\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mis_dask_cudf_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\check.py\u001b[0m in \u001b[0;36mis_cudf_dataframe\u001b[1;34m(value)\u001b[0m\n\u001b[0;32m     72\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     73\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mis_cudf_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 74\u001b[1;33m     \u001b[1;32mfrom\u001b[0m \u001b[0mcudf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcore\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mDataFrame\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mCUDFDataFrame\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     75\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCUDFDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     76\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'cudf'"
     ]
    }
   ],
   "source": [
    "df.ext.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  getitem\n",
      "args:      (             name     id nametype              recclass mass (g)   fall  \\\n",
      "0          Aachen      1    Valid                    L5       21   Fell   \n",
      "1          Aarhus      2    Valid                    H6      720   Fell   \n",
      "2            Abee      6    Valid                   EH4   107000   Fell   \n",
      "3        Acapulco     10    Valid           Acapulcoite     1914   Fell   \n",
      "4         Achiras    370    Valid                    L6      780   Fell   \n",
      "...           ...    ...      ...                   ...      ...    ...   \n",
      "45711  Zillah 002  31356    Valid               Eucrite      172  Found   \n",
      "45712      Zinder  30409    Valid  Pallasite, ungrouped       46  Found   \n",
      "45713        Zlin  30410    Valid                    H4      3.3  Found   \n",
      "45714   Zubkovsky  31357    Valid                    L6     2167  Found   \n",
      "45715  Zulu Queen  30414    Valid                  L3.7      200  Found   \n",
      "\n",
      "                         year      reclat      reclong  \\\n",
      "0      01/01/1880 12:00:00 AM   50.77500\n",
      "kwargs:    {}\n",
      "Exception: KeyError('birth')\n",
      "\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'birth'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2890\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2891\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2892\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'birth'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-20-1b8355d304a6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myear\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"birth\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"%Y/%m/%d\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36myear\u001b[1;34m(self, input_cols, format, output_cols)\u001b[0m\n\u001b[0;32m   1220\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1221\u001b[0m         return self.apply(input_cols, F().year, args=format, output_cols=output_cols, meta_action=Actions.YEAR.value,\n\u001b[1;32m-> 1222\u001b[1;33m                           mode=\"pandas\", set_index=True)\n\u001b[0m\u001b[0;32m   1223\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1224\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mmonth\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, input_cols, func, func_return_type, args, func_type, when, filter_col_by_dtypes, output_cols, skip_output_cols_processing, meta_action, mode, set_index, default)\u001b[0m\n\u001b[0;32m    208\u001b[0m                 \u001b[0mdelayed_parts\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdelayed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpart\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mpart\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mpartitions\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    209\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 210\u001b[1;33m                 \u001b[0mkw_columns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0moutput_col\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfrom_delayed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdelayed_parts\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    211\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    212\u001b[0m             \u001b[1;32melif\u001b[0m \u001b[0mmode\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"vectorized\"\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mmode\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"pandas\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\io\\io.py\u001b[0m in \u001b[0;36mfrom_delayed\u001b[1;34m(dfs, meta, divisions, prefix, verify_meta)\u001b[0m\n\u001b[0;32m    584\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    585\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mmeta\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 586\u001b[1;33m         \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdelayed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmake_meta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdfs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    587\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    588\u001b[0m         \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmake_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    165\u001b[0m         \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    166\u001b[0m         \"\"\"\n\u001b[1;32m--> 167\u001b[1;33m         \u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    168\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    169\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    450\u001b[0m         \u001b[0mpostcomputes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    451\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 452\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    453\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    454\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2710\u001b[0m                     \u001b[0mshould_rejoin\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2711\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2712\u001b[1;33m                 \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpacked\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2713\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2714\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(self, futures, errors, direct, asynchronous)\u001b[0m\n\u001b[0;32m   1989\u001b[0m                 \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1990\u001b[0m                 \u001b[0mlocal_worker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocal_worker\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1991\u001b[1;33m                 \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1992\u001b[0m             )\n\u001b[0;32m   1993\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(self, func, asynchronous, callback_timeout, *args, **kwargs)\u001b[0m\n\u001b[0;32m    832\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    833\u001b[0m             return sync(\n\u001b[1;32m--> 834\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcallback_timeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcallback_timeout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    835\u001b[0m             )\n\u001b[0;32m    836\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(loop, func, callback_timeout, *args, **kwargs)\u001b[0m\n\u001b[0;32m    337\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    338\u001b[0m         \u001b[0mtyp\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 339\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    340\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    341\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36mf\u001b[1;34m()\u001b[0m\n\u001b[0;32m    321\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mcallback_timeout\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    322\u001b[0m                 \u001b[0mfuture\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0masyncio\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait_for\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuture\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcallback_timeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 323\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    324\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    325\u001b[0m             \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    733\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    734\u001b[0m                     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 735\u001b[1;33m                         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    736\u001b[0m                     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    737\u001b[0m                         \u001b[0mexc_info\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_gather\u001b[1;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[0;32m   1848\u001b[0m                             \u001b[0mexc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1849\u001b[0m                         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1850\u001b[1;33m                             \u001b[1;32mraise\u001b[0m \u001b[0mexception\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1851\u001b[0m                         \u001b[1;32mraise\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1852\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"skip\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2900\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2901\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2902\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2903\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2904\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2891\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2892\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2893\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2894\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2895\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'birth'"
     ]
    }
   ],
   "source": [
    "df.cols.year(\"birth\", \"%Y/%m/%d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'firstName'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2890\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2891\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2892\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'firstName'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-21-a87903fce6c3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# df.cols.lower(\"firstName\").data.head()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"firstName\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"lastName\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mleft\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mright\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mlower\u001b[1;34m(self, input_cols, output_cols)\u001b[0m\n\u001b[0;32m   1101\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mlower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1102\u001b[0m         return self.apply(input_cols, F.lower, func_return_type=str,\n\u001b[1;32m-> 1103\u001b[1;33m                           output_cols=output_cols, meta_action=Actions.LOWER.value, mode=\"vectorized\")\n\u001b[0m\u001b[0;32m   1104\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1105\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mupper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, input_cols, func, func_return_type, args, func_type, when, filter_col_by_dtypes, output_cols, skip_output_cols_processing, meta_action, mode, set_index, default)\u001b[0m\n\u001b[0;32m    211\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    212\u001b[0m             \u001b[1;32melif\u001b[0m \u001b[0mmode\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"vectorized\"\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mmode\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"pandas\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 213\u001b[1;33m                 \u001b[0m_ddf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    214\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    215\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mis_dask_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_ddf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3529\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3530\u001b[0m             \u001b[1;31m# error is raised from pandas\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3531\u001b[1;33m             \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0m_extract_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3532\u001b[0m             \u001b[0mdsk\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpartitionwise_graph\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moperator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3533\u001b[0m             \u001b[0mgraph\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mHighLevelGraph\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrom_collections\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdependencies\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2900\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2901\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2902\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2903\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2904\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2891\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2892\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2893\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2894\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2895\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'firstName'"
     ]
    }
   ],
   "source": [
    "# df.cols.lower(\"firstName\").data.head()\n",
    "df.cols.lower(\"firstName\").cols.upper(\"lastName\").cols.lower().cols.left(input_cols=\"*\", n=5).cols.right(input_cols=\"*\", n=3).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
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    "df"
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  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.new_optimus.DaskDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optimus import OptimusDaskDataframe\n",
    "odd = OptimusDaskDataframe(df)\n",
    "# odd.cols.names()\n",
    "print(type(odd))\n",
    "odd.cols.lower(\"lastName\").cols.upper(\"lastName\").ext.display()\n",
    "# .cols.upper(\"lastName\").df.head()\n",
    "# odd.cols.proper(\"product\").compute()\n",
    "# odd.cols.replace(\"product\",\"C\",\"c\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df <class 'optimus.engines.dask.extension.ext.<locals>.Ext'> ['__abstractmethods__', '__class__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__slots__', '__str__', '__subclasshook__', '__weakref__', '_abc_impl', '_name', 'buffer_json', 'buffer_window', 'cache', 'calculate_cols_to_profile', 'cast_and_profile', 'compute', 'create_id', 'debug', 'delayed', 'df', 'display', 'export', 'get_buffer', 'get_name', 'head', 'is_cached', 'melt', 'optimize', 'partitioner', 'partitions', 'pivot', 'profile', 'query', 'repartition', 'reset', 'run', 'sample', 'send', 'set_buffer', 'set_name', 'show', 'size', 'stratified_sample', 'table', 'table_html', 'table_image', 'to_delayed', 'to_dict', 'to_json', 'to_pandas']\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'ext'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-15-edd857bf4cea>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0modd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mprofile\u001b[1;34m(self, columns, bins, output, flush, size)\u001b[0m\n\u001b[0;32m    593\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"df\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdir\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    594\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mflush\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 595\u001b[1;33m             \u001b[0mcols_to_profile\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcalculate_cols_to_profile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    596\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    597\u001b[0m             \u001b[0mcols_to_profile\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3606\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3607\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3608\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"'DataFrame' object has no attribute %r\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3609\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3610\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__dir__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'ext'"
     ]
    }
   ],
   "source": [
    "odd.ext.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "odd.cols.select().rows.limit(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "self <optimus.engines.dask.rows.rows.<locals>.Rows object at 0x000001D44B5EC6C8>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423</td>\n",
       "      <td>piza</td>\n",
       "      <td>8</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id firstName              lastName  billingId   product  price       birth  \\\n",
       "0   1      Luis           Alvarez$$%!        123      Cake     10  1980/07/07   \n",
       "1   2     André                Ampère        423      piza      8  1950/07/08   \n",
       "2   3     NiELS            Böhr//((%%        551     pizza      8  1990/07/09   \n",
       "3   4      PAUL                dirac$        521     pizza      8  1954/07/10   \n",
       "4   5    Albert              Einstein        634     pizza      8  1990/07/11   \n",
       "5   6   Galileo               GALiLEI        672     arepa      5  1930/08/12   \n",
       "6   7      CaRL              Ga%%%uss        323      taco      3  1970/07/13   \n",
       "7   8     David            H$$$ilbert        624  taaaccoo      3  1950/07/14   \n",
       "8   9  Johannes                KEPLER        735      taco      3  1920/04/22   \n",
       "9  10     JaMES           M$$ax%%well        875      taco      3  1923/03/12   \n",
       "\n",
       "  dummyCol  \n",
       "0    never  \n",
       "1    gonna  \n",
       "2     give  \n",
       "3      you  \n",
       "4       up  \n",
       "5    never  \n",
       "6    gonna  \n",
       "7      let  \n",
       "8      you  \n",
       "9     down  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "odd.cols.select().rows.limit(10).df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv(\"data/foo.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cols init\n",
      "Cols init\n",
      "[1, 2, 3]\n",
      "    id             firstName              lastName  billingId     product  \\\n",
      "0    1                  LUIS           Alvarez$$%!        123        Cake   \n",
      "1    2                 ANDRÉ                Ampère        423        piza   \n",
      "2    3                 NIELS            Böhr//((%%        551       pizza   \n",
      "3    4                  PAUL                dirac$        521       pizza   \n",
      "4    5                ALBERT              Einstein        634       pizza   \n",
      "5    6               GALILEO               GALiLEI        672       arepa   \n",
      "6    7                  CARL              Ga%%%uss        323        taco   \n",
      "7    8                 DAVID            H$$$ilbert        624    taaaccoo   \n",
      "8    9              JOHANNES                KEPLER        735        taco   \n",
      "9   10                 JAMES           M$$ax%%well        875        taco   \n",
      "10  11                 ISAAC                Newton        992       pasta   \n",
      "11  12                EMMY%%              Nöether$        234       pasta   \n",
      "12  13                MAX!!!             Planck!!!        111  hamburguer   \n",
      "13  14                  FRED              Hoy&&&le        553      pizzza   \n",
      "14  15  (((   HEINRICH )))))                 Hertz        116       pizza   \n",
      "15  16               WILLIAM            Gilbert###        886        BEER   \n",
      "16  17                 MARIE                 CURIE        912        Rice   \n",
      "17  18                ARTHUR            COM%%%pton        812      110790   \n",
      "18  19                 JAMES              Chadwick        467         NaN   \n",
      "\n",
      "    price       birth dummyCol  \n",
      "0      10  1980/07/07    never  \n",
      "1       8  1950/07/08    gonna  \n",
      "2       8  1990/07/09     give  \n",
      "3       8  1954/07/10      you  \n",
      "4       8  1990/07/11       up  \n",
      "5       5  1930/08/12    never  \n",
      "6       3  1970/07/13    gonna  \n",
      "7       3  1950/07/14      let  \n",
      "8       3  1920/04/22      you  \n",
      "9       3  1923/03/12     down  \n",
      "10      9  1999/02/15   never   \n",
      "11      9  1993/12/08    gonna  \n",
      "12      4  1994/01/04     run   \n",
      "13      8  1997/06/27   around  \n",
      "14      8  1956/11/30      and  \n",
      "15      2  1958/03/26   desert  \n",
      "16      1  2000/03/22      you  \n",
      "17      5  1899/01/01        #  \n",
      "18     10  1921/05/03        #  \n"
     ]
    }
   ],
   "source": [
    "\n",
    "# df = \"dataframe\"\n",
    "a = A(df)\n",
    "# a.cols.replace().cols.replace()\n",
    "# a.cols.get_meta()\n",
    "# a.meta.get()\n",
    "# a.cols.split().cols.replace()\n",
    "# a.cols.split(\"firstName\",\"i\").df\n",
    "a.cols.lower(\"firstName\").cols.upper(\"firstName\")\n",
    "# a.cols.mix(\"firstName\")\n",
    "a.meta.set_value(1)\n",
    "a.meta.set_value(2)\n",
    "a.meta.set_value(3)\n",
    "b = a\n",
    "print(b.meta.get_value())\n",
    "print(b.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "op = Optimus(\"dask\", n_workers=1, threads_per_worker=8, silence_logs=30, memory_limit=\"1G\", comm=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df1 = op.load.file(\"data/github_stargazers.json\").ext.cache()\n",
    "df = op.load.file(\"data/Meteorite_Landings.csv\").ext.cache()\n",
    "\n",
    "df = df.ext.repartition(8).ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas as pd\n",
    "# import numpy as np\n",
    "# df = pd.DataFrame(np.random.randn(5, 3), index=['a', 'c', 'e', 'f', 'h'], columns=['one', 'two', 'three'])\n",
    "# df.loc[1,2] =\"\"\n",
    "# df.astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'frequency': {'mass (g)': {'values': [{'value': '1.3', 'count': 171},\n",
       "    {'value': '1.2', 'count': 140},\n",
       "    {'value': '1.4', 'count': 138},\n",
       "    {'value': '', 'count': 131},\n",
       "    {'value': '2.1', 'count': 130},\n",
       "    {'value': '2.4', 'count': 126},\n",
       "    {'value': '1.6', 'count': 120},\n",
       "    {'value': '0.5', 'count': 119},\n",
       "    {'value': '1.1', 'count': 116},\n",
       "    {'value': '3.8', 'count': 114},\n",
       "    {'value': '0.7', 'count': 111},\n",
       "    {'value': '1.5', 'count': 111},\n",
       "    {'value': '3.2', 'count': 109},\n",
       "    {'value': '3.1', 'count': 109},\n",
       "    {'value': '1.7', 'count': 109},\n",
       "    {'value': '3', 'count': 108},\n",
       "    {'value': '0.9', 'count': 108},\n",
       "    {'value': '0.6', 'count': 108},\n",
       "    {'value': '0.8', 'count': 107},\n",
       "    {'value': '1.8', 'count': 104},\n",
       "    {'value': '2.5', 'count': 103},\n",
       "    {'value': '2.7', 'count': 102},\n",
       "    {'value': '3.6', 'count': 96},\n",
       "    {'value': '2', 'count': 96},\n",
       "    {'value': '1', 'count': 96},\n",
       "    {'value': '4.2', 'count': 95},\n",
       "    {'value': '2.8', 'count': 93},\n",
       "    {'value': '2.9', 'count': 93},\n",
       "    {'value': '2.2', 'count': 92},\n",
       "    {'value': '2.6', 'count': 91},\n",
       "    {'value': '3.3', 'count': 88},\n",
       "    {'value': '4.6', 'count': 86},\n",
       "    {'value': '1.9', 'count': 86}]}}}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency(\"mass (g)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'result' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-b2d61f7d3118>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# requests.get(f\"https://api.github.com/users/argenisleon\").json()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'result' is not defined"
     ]
    }
   ],
   "source": [
    "# requests.get(f\"https://api.github.com/users/argenisleon\").json()\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "count=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    },
    {
     "ename": "Error",
     "evalue": "[('SSL routines', 'ssl3_read_bytes', 'sslv3 alert bad record mac')]",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mError\u001b[0m                                     Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-87-ecff4903dc74>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     15\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0mdf1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"login\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"login\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_request\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     18\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[0;32m   4198\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4199\u001b[0m                 \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4200\u001b[1;33m                 \u001b[0mmapped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4201\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4202\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m<ipython-input-87-ecff4903dc74>\u001b[0m in \u001b[0;36m_request\u001b[1;34m(cell)\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcell\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m     \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m     \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"login\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_user\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcell\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogin\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"bio\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_user\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcell\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbio\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     14\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\github\\MainClass.py\u001b[0m in \u001b[0;36mget_user\u001b[1;34m(self, login)\u001b[0m\n\u001b[0;32m    270\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    271\u001b[0m             headers, data = self.__requester.requestJsonAndCheck(\n\u001b[1;32m--> 272\u001b[1;33m                 \u001b[1;34m\"GET\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"/users/\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mlogin\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    273\u001b[0m             )\n\u001b[0;32m    274\u001b[0m             return github.NamedUser.NamedUser(\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\github\\Requester.py\u001b[0m in \u001b[0;36mrequestJsonAndCheck\u001b[1;34m(self, verb, url, parameters, headers, input)\u001b[0m\n\u001b[0;32m    317\u001b[0m         return self.__check(\n\u001b[0;32m    318\u001b[0m             *self.requestJson(\n\u001b[1;32m--> 319\u001b[1;33m                 \u001b[0mverb\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparameters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__customConnection\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    320\u001b[0m             )\n\u001b[0;32m    321\u001b[0m         )\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\github\\Requester.py\u001b[0m in \u001b[0;36mrequestJson\u001b[1;34m(self, verb, url, parameters, headers, input, cnx)\u001b[0m\n\u001b[0;32m    408\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[1;34m\"application/json\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    409\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 410\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__requestEncode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcnx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mverb\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparameters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencode\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    411\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    412\u001b[0m     def requestMultipart(\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\github\\Requester.py\u001b[0m in \u001b[0;36m__requestEncode\u001b[1;34m(self, cnx, verb, url, parameters, requestHeaders, input, encode)\u001b[0m\n\u001b[0;32m    485\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    486\u001b[0m         status, responseHeaders, output = self.__requestRaw(\n\u001b[1;32m--> 487\u001b[1;33m             \u001b[0mcnx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mverb\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrequestHeaders\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoded_input\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    488\u001b[0m         )\n\u001b[0;32m    489\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\github\\Requester.py\u001b[0m in \u001b[0;36m__requestRaw\u001b[1;34m(self, cnx, verb, url, requestHeaders, input)\u001b[0m\n\u001b[0;32m    511\u001b[0m             \u001b[0mcnx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__createConnection\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    512\u001b[0m         \u001b[0mcnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mverb\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrequestHeaders\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 513\u001b[1;33m         \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    514\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    515\u001b[0m         \u001b[0mstatus\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstatus\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\github\\Requester.py\u001b[0m in \u001b[0;36mgetresponse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    114\u001b[0m             \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    115\u001b[0m             \u001b[0mverify\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mverify\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 116\u001b[1;33m             \u001b[0mallow_redirects\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    117\u001b[0m         )\n\u001b[0;32m    118\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mRequestsResponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, url, **kwargs)\u001b[0m\n\u001b[0;32m    541\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    542\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'allow_redirects'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 543\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'GET'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    544\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    545\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0moptions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    528\u001b[0m         }\n\u001b[0;32m    529\u001b[0m         \u001b[0msend_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 530\u001b[1;33m         \u001b[0mresp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0msend_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    531\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    532\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    641\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    642\u001b[0m         \u001b[1;31m# Send the request\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 643\u001b[1;33m         \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    644\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    645\u001b[0m         \u001b[1;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\requests\\adapters.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    447\u001b[0m                     \u001b[0mdecode_content\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m                     \u001b[0mretries\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax_retries\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m                     \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m                 )\n\u001b[0;32m    451\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    598\u001b[0m                                                   \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout_obj\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    599\u001b[0m                                                   \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 600\u001b[1;33m                                                   chunked=chunked)\n\u001b[0m\u001b[0;32m    601\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    602\u001b[0m             \u001b[1;31m# If we're going to release the connection in ``finally:``, then\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    382\u001b[0m                     \u001b[1;31m# Remove the TypeError from the exception chain in Python 3;\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    383\u001b[0m                     \u001b[1;31m# otherwise it looks like a programming error was the cause.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 384\u001b[1;33m                     \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    385\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSocketError\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    386\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_raise_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout_value\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mread_timeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\urllib3\\packages\\six.py\u001b[0m in \u001b[0;36mraise_from\u001b[1;34m(value, from_value)\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    378\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# Python 3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    379\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 380\u001b[1;33m                     \u001b[0mhttplib_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    381\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    382\u001b[0m                     \u001b[1;31m# Remove the TypeError from the exception chain in Python 3;\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mgetresponse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1342\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1343\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1344\u001b[1;33m                 \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbegin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1345\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mConnectionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1346\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mbegin\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    304\u001b[0m         \u001b[1;31m# read until we get a non-100 response\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    305\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 306\u001b[1;33m             \u001b[0mversion\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstatus\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreason\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    307\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mstatus\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mCONTINUE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    308\u001b[0m                 \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36m_read_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    265\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    266\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 267\u001b[1;33m         \u001b[0mline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_MAXLINE\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"iso-8859-1\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    268\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0m_MAXLINE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    269\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mLineTooLong\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"status line\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\socket.py\u001b[0m in \u001b[0;36mreadinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    587\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    588\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 589\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    590\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    591\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_timeout_occurred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\urllib3\\contrib\\pyopenssl.py\u001b[0m in \u001b[0;36mrecv_into\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    310\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'The read operation timed out'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    311\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 312\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    313\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    314\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0msettimeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\urllib3\\contrib\\pyopenssl.py\u001b[0m in \u001b[0;36mrecv_into\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    295\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    296\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 297\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconnection\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    298\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mOpenSSL\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSSL\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSysCallError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    299\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msuppress_ragged_eofs\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'Unexpected EOF'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\OpenSSL\\SSL.py\u001b[0m in \u001b[0;36mrecv_into\u001b[1;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[0;32m   1838\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1839\u001b[0m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_lib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSSL_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_ssl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbuf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnbytes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1840\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_raise_ssl_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_ssl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1841\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1842\u001b[0m         \u001b[1;31m# This strange line is all to avoid a memory copy. The buffer protocol\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\OpenSSL\\SSL.py\u001b[0m in \u001b[0;36m_raise_ssl_error\u001b[1;34m(self, ssl, result)\u001b[0m\n\u001b[0;32m   1669\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1670\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1671\u001b[1;33m             \u001b[0m_raise_current_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1672\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1673\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mget_context\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\OpenSSL\\_util.py\u001b[0m in \u001b[0;36mexception_from_error_queue\u001b[1;34m(exception_type)\u001b[0m\n\u001b[0;32m     52\u001b[0m             text(lib.ERR_reason_error_string(error))))\n\u001b[0;32m     53\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 54\u001b[1;33m     \u001b[1;32mraise\u001b[0m \u001b[0mexception_type\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     55\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     56\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mError\u001b[0m: [('SSL routines', 'ssl3_read_bytes', 'sslv3 alert bad record mac')]"
     ]
    }
   ],
   "source": [
    "#!pip install PyGithub\n",
    "\n",
    "import time\n",
    "import requests\n",
    "\n",
    "\n",
    "from github import Github\n",
    "g = Github(\"argenisleon\", \"Uz7J4O9wmCM4\")\n",
    "result =[]\n",
    "\n",
    "def _request(cell):\n",
    "    time.sleep(0.1)\n",
    "    result.append({\"login\":g.get_user(cell).login,\"bio\":g.get_user(cell).bio})\n",
    "    print(len(result))\n",
    "    \n",
    "    \n",
    "df1.cols.select(\"login\").compute()[\"login\"].apply(_request)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "from io import StringIO\n",
    "\n",
    "\n",
    "j =json.dumps(result)\n",
    "pd.read_json(StringIO(j)).to_csv(\"github_profile.csv\")\n",
    "pdf = pd.read_json(StringIO(j))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>login</th>\n",
       "      <th>bio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>hugounavez</td>\n",
       "      <td>Electrical Engineer. MSc in Biomedical Enginee...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>juliomonagas</td>\n",
       "      <td>UX/UI Designer, Frontend Developer, Graphic De...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MarcoPortillo</td>\n",
       "      <td>I like to code, that's all. Venezuelan.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bonsanto</td>\n",
       "      <td>I studied Electrical and Computer Engineering....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vinta</td>\n",
       "      <td>I failed the Turing Test.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>ikedaosushi</td>\n",
       "      <td>I love 🍣,  ♨️and ✈️.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>shenxiangzhuang</td>\n",
       "      <td>Life isn’t about waiting for the storm to pass...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>devendraap</td>\n",
       "      <td>Avid programmer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>rsohlot</td>\n",
       "      <td>Big data  + ML</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>kitoki</td>\n",
       "      <td>i want to start my adventure, new kind challen...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>456 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                login                                                bio\n",
       "1          hugounavez  Electrical Engineer. MSc in Biomedical Enginee...\n",
       "2        juliomonagas  UX/UI Designer, Frontend Developer, Graphic De...\n",
       "3       MarcoPortillo            I like to code, that's all. Venezuelan.\n",
       "4            Bonsanto  I studied Electrical and Computer Engineering....\n",
       "6               vinta                          I failed the Turing Test.\n",
       "...               ...                                                ...\n",
       "1009      ikedaosushi                               I love 🍣,  ♨️and ✈️.\n",
       "1010  shenxiangzhuang  Life isn’t about waiting for the storm to pass...\n",
       "1011       devendraap                                    Avid programmer\n",
       "1013          rsohlot                                    Big data  + ML \n",
       "1015           kitoki  i want to start my adventure, new kind challen...\n",
       "\n",
       "[456 rows x 2 columns]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       login  \\\n",
      "1                 hugounavez   \n",
      "2               juliomonagas   \n",
      "3              MarcoPortillo   \n",
      "4                   Bonsanto   \n",
      "6                      vinta   \n",
      "7               pythonjokeun   \n",
      "9                   belgacea   \n",
      "11                   emptyr1   \n",
      "12                bigdatavik   \n",
      "13              FavioVazquez   \n",
      "14                  tspannhw   \n",
      "16                 papagunit   \n",
      "18                   dustyny   \n",
      "19                  Diego999   \n",
      "21                  mutabazi   \n",
      "27             MiguelPeralvo   \n",
      "31              ChrisCompton   \n",
      "33                   leoluyi   \n",
      "36                   razeone   \n",
      "37                       iht   \n",
      "38                   anooptp   \n",
      "39                 zaratsian   \n",
      "42           silverstone1903   \n",
      "43                  MrPowers   \n",
      "45                 manuzhang   \n",
      "46                 donelianc   \n",
      "49                  talegari   \n",
      "51               daniel-sali   \n",
      "53                   mdagost   \n",
      "54                    esafak   \n",
      "56               travisbrady   \n",
      "57                    gjreda   \n",
      "58              adriantorrie   \n",
      "60                  fly51fly   \n",
      "68                 uptonking   \n",
      "69                 luismayta   \n",
      "73               denisarnaud   \n",
      "74                   bveliqi   \n",
      "76            dazajuandaniel   \n",
      "78                 datorresb   \n",
      "80                 ramanan-r   \n",
      "82               vidalalcala   \n",
      "84                    DuyguA   \n",
      "85                   NumPoet   \n",
      "87                     EKami   \n",
      "88               sbarman-mi9   \n",
      "90                 Jaimeardp   \n",
      "91            danielgrijalva   \n",
      "94                    evmisu   \n",
      "95              aayushshah15   \n",
      "96                floresfdev   \n",
      "97               diansheng92   \n",
      "98             ibrahimsharaf   \n",
      "99                 hahmed988   \n",
      "101               hugounavez   \n",
      "102             juliomonagas   \n",
      "103            MarcoPortillo   \n",
      "104                 Bonsanto   \n",
      "106                    vinta   \n",
      "107             pythonjokeun   \n",
      "109                 belgacea   \n",
      "111                  emptyr1   \n",
      "112               bigdatavik   \n",
      "113             FavioVazquez   \n",
      "114                 tspannhw   \n",
      "116                papagunit   \n",
      "118                  dustyny   \n",
      "119                 Diego999   \n",
      "121                 mutabazi   \n",
      "127            MiguelPeralvo   \n",
      "131             ChrisCompton   \n",
      "133                  leoluyi   \n",
      "136                  razeone   \n",
      "137                      iht   \n",
      "138                  anooptp   \n",
      "139                zaratsian   \n",
      "142          silverstone1903   \n",
      "143                 MrPowers   \n",
      "145                manuzhang   \n",
      "146                donelianc   \n",
      "149                 talegari   \n",
      "151              daniel-sali   \n",
      "153                  mdagost   \n",
      "154                   esafak   \n",
      "156              travisbrady   \n",
      "157                   gjreda   \n",
      "158             adriantorrie   \n",
      "160                 fly51fly   \n",
      "168                uptonking   \n",
      "169                luismayta   \n",
      "173              denisarnaud   \n",
      "174                  bveliqi   \n",
      "176           dazajuandaniel   \n",
      "178                datorresb   \n",
      "180                ramanan-r   \n",
      "182              vidalalcala   \n",
      "184                   DuyguA   \n",
      "185                  NumPoet   \n",
      "187                    EKami   \n",
      "188              sbarman-mi9   \n",
      "190                Jaimeardp   \n",
      "191           danielgrijalva   \n",
      "194                   evmisu   \n",
      "195             aayushshah15   \n",
      "196               floresfdev   \n",
      "197              diansheng92   \n",
      "198            ibrahimsharaf   \n",
      "199                hahmed988   \n",
      "201               anktplwl91   \n",
      "202             seanreed1111   \n",
      "205                ohuarcaya   \n",
      "206              elchulito88   \n",
      "207              astrojuanlu   \n",
      "208               avannaldas   \n",
      "209             shalabhsingh   \n",
      "211               nightscape   \n",
      "212              kcnickerson   \n",
      "213                  linekin   \n",
      "214                  acrozes   \n",
      "215   shubhampachori12110095   \n",
      "216                ventouris   \n",
      "218                 shukwong   \n",
      "219                 supern92   \n",
      "220             JamieShelley   \n",
      "221               mmortazavi   \n",
      "222                    miike   \n",
      "225                   qiulin   \n",
      "226                 yuseferi   \n",
      "228                 paulochf   \n",
      "229                  WI-KIWI   \n",
      "232              franzantejm   \n",
      "234            thisisashukla   \n",
      "235                   t3hSeb   \n",
      "238               GCPBigData   \n",
      "240            Guillermogsjc   \n",
      "247                satyaborg   \n",
      "248                  hzitoun   \n",
      "257             jeremyjordan   \n",
      "258                   pratos   \n",
      "259              treymerkley   \n",
      "268                wguillema   \n",
      "270     gmartinezramirez-old   \n",
      "272               alexrigler   \n",
      "273            akasranjan005   \n",
      "275                 nick5435   \n",
      "278                   dgopsq   \n",
      "280                thdaraujo   \n",
      "282            vutsalsinghal   \n",
      "283                fenandosr   \n",
      "285        bilalaslamseattle   \n",
      "287                rcitterio   \n",
      "288                   suvayu   \n",
      "289             jeanmidevacc   \n",
      "290            spaghettifunk   \n",
      "293                    Vjais   \n",
      "296           jamesacampbell   \n",
      "298                   plliao   \n",
      "303                 yutingyw   \n",
      "304                   smrjan   \n",
      "306                   Neuw84   \n",
      "308          ozcanyarimdunya   \n",
      "310             ronaldfalcao   \n",
      "311              liangdabiao   \n",
      "314        oliviernguyenquoc   \n",
      "315                    o9812   \n",
      "317            david-gero-cp   \n",
      "321               kevinsegal   \n",
      "323                rbramwell   \n",
      "324                 clarksun   \n",
      "325            praveensastry   \n",
      "326               marius92mc   \n",
      "328                    Gaarv   \n",
      "337               chaoyue729   \n",
      "339                masumsoft   \n",
      "342          ShreyasFadnavis   \n",
      "343               bitcoinfaf   \n",
      "344             ishantbansal   \n",
      "346                mpolatcan   \n",
      "347            hussainasghar   \n",
      "351                 nfsrules   \n",
      "353                    raank   \n",
      "355                  5hirish   \n",
      "358               xuexuemiao   \n",
      "360                 asmith26   \n",
      "361                 naushadS   \n",
      "362                   bnerDY   \n",
      "364            mentecuantica   \n",
      "365            mithunmanohar   \n",
      "366       VictorDataEngineer   \n",
      "368                iflores12   \n",
      "369                  zmughal   \n",
      "370              hughcameron   \n",
      "372                 ptmaroct   \n",
      "373                githubcyc   \n",
      "376         beautifulNow1992   \n",
      "380                   gaving   \n",
      "384               ozlerhakan   \n",
      "386               javogranda   \n",
      "389          PyarakaSrikanth   \n",
      "392                     etng   \n",
      "394          Florents-Tselai   \n",
      "396                     fjsj   \n",
      "399                   thnery   \n",
      "405                 gperakis   \n",
      "409                 jake-aft   \n",
      "410                  rosscdh   \n",
      "412               BigDataRPG   \n",
      "415              joaorafaelm   \n",
      "417                 pbamotra   \n",
      "422                  timkofu   \n",
      "424                eyadsibai   \n",
      "426                levytskyi   \n",
      "427           wenzhihong2003   \n",
      "428                pingjiang   \n",
      "429               emptymalei   \n",
      "436               NP-compete   \n",
      "437                   noleto   \n",
      "438                 drkostas   \n",
      "442                 gmiretti   \n",
      "443                  ereynrs   \n",
      "444                 bgarcial   \n",
      "447                  jkgjoye   \n",
      "448           rogues-gallery   \n",
      "450               radu941208   \n",
      "451                 aoelvp94   \n",
      "452                shafaypro   \n",
      "454         sinemhasircioglu   \n",
      "455                 upendrak   \n",
      "456                  valware   \n",
      "457                  marioBD   \n",
      "458                  shravik   \n",
      "460                     eryk   \n",
      "465               agladstein   \n",
      "466               carterrees   \n",
      "467           andreaschandra   \n",
      "469             TsukiZombina   \n",
      "470                manugarri   \n",
      "472              carlosevi94   \n",
      "475               antoniomdk   \n",
      "477                junqueira   \n",
      "481               gregwchase   \n",
      "482                 Sehaba95   \n",
      "485               devendrasr   \n",
      "487                  luo1994   \n",
      "492                vivek2319   \n",
      "493                   munael   \n",
      "495                 alimasri   \n",
      "496                  hskang9   \n",
      "498                 Aymericr   \n",
      "500                 renatocf   \n",
      "502                 JoseCage   \n",
      "503                   abenpy   \n",
      "505                absognety   \n",
      "507             rajagurunath   \n",
      "508                 Vitiell0   \n",
      "510              michaelmior   \n",
      "512                     Aylr   \n",
      "513                     qytz   \n",
      "514                  joelkim   \n",
      "520                 hmelberg   \n",
      "522            josefigueredo   \n",
      "524                   pavank   \n",
      "526                johndpope   \n",
      "527              LiutongZhou   \n",
      "528                leslyarun   \n",
      "529                timetobye   \n",
      "530                 rdempsey   \n",
      "533               markjbaker   \n",
      "534                MCaviezel   \n",
      "535               huyhoang17   \n",
      "537                   cjen07   \n",
      "545                shadowkun   \n",
      "550                  otrenav   \n",
      "551                HackyRoot   \n",
      "552                quillan86   \n",
      "553                     souo   \n",
      "554                zhenyulin   \n",
      "556            danielsobrado   \n",
      "557              harryprince   \n",
      "559             gavinzhu1127   \n",
      "563              HaithamMaya   \n",
      "564                    lw334   \n",
      "567                 dbalabka   \n",
      "568        nicolasfguillaume   \n",
      "572                brandhaug   \n",
      "573                  franchb   \n",
      "577               vlukiyanov   \n",
      "578                  Y-oHr-N   \n",
      "590                  hichMEN   \n",
      "591                  bramvds   \n",
      "592                 wuya2357   \n",
      "595                sylviaxxy   \n",
      "597                 mzntaka0   \n",
      "598                    foxan   \n",
      "600             capncodewash   \n",
      "602              JBalloonist   \n",
      "603            mohitatgithub   \n",
      "604                    mgc26   \n",
      "607                  aljabr0   \n",
      "609            bahattincinic   \n",
      "612                   foowaa   \n",
      "613                tomstesco   \n",
      "615                 luiscruz   \n",
      "617              bavuongco10   \n",
      "618                 ArchTaqi   \n",
      "620                  lujin77   \n",
      "624                     fyrk   \n",
      "626                   zkn365   \n",
      "628          prashant-kikani   \n",
      "629                   niakki   \n",
      "630                   greird   \n",
      "631              spokerman12   \n",
      "632             TankMasterRL   \n",
      "636           pratikbarjatya   \n",
      "643                 DataEngg   \n",
      "646               zhiruiwang   \n",
      "647                  kuoteng   \n",
      "648                 apsamuel   \n",
      "650                    s0kil   \n",
      "651                  Siva227   \n",
      "652           senthilnayagam   \n",
      "658              bsc-ampiant   \n",
      "659               OsirisXTLS   \n",
      "667              settinghead   \n",
      "674               siansiansu   \n",
      "677           carsondahlberg   \n",
      "679                 zyuanlim   \n",
      "685          giacomolanciano   \n",
      "689            jm-gutierrezh   \n",
      "693                 jhermann   \n",
      "694               baifengbai   \n",
      "695                    djfan   \n",
      "696           garciacaleb904   \n",
      "699        viktorchukhantsev   \n",
      "701                 sidhu177   \n",
      "706          Skyblueballykid   \n",
      "709               nyartsgnaw   \n",
      "713                  burness   \n",
      "714                    STHSF   \n",
      "717             RafaelZarate   \n",
      "720                MariusMez   \n",
      "721               JLuisRojas   \n",
      "725             RodolfoFerro   \n",
      "728                  da-edra   \n",
      "729                 jdayllon   \n",
      "731                   krzjoa   \n",
      "736                   shaboi   \n",
      "737                arpit1997   \n",
      "738                  crew102   \n",
      "740             TomMonkeyMan   \n",
      "742                  asdf247   \n",
      "750                pauldevos   \n",
      "751                 elwarren   \n",
      "753                brunowego   \n",
      "757               JamesLoong   \n",
      "762                  pbadeer   \n",
      "763         RodrigoVillatoro   \n",
      "764             jhuangtw-dev   \n",
      "765                    umer7   \n",
      "767                  sainide   \n",
      "772           analyticalmonk   \n",
      "778              javiergodoy   \n",
      "789                      cvd   \n",
      "790             muhammetenes   \n",
      "792                 wasi0013   \n",
      "793                  wieshka   \n",
      "797          PraneethKarnena   \n",
      "799             eyaltrabelsi   \n",
      "803            josephwinston   \n",
      "806                  Frans06   \n",
      "811                senthilmk   \n",
      "815            sarikayamerts   \n",
      "816             ariosramirez   \n",
      "817             joseangel-sc   \n",
      "818                huaji1992   \n",
      "819                 jospaqui   \n",
      "823               hmatalonga   \n",
      "826           shauryashaurya   \n",
      "827              p-gourseaud   \n",
      "829            bryanyang0528   \n",
      "831                diegotony   \n",
      "834                eschizoid   \n",
      "835          adamnietopfizer   \n",
      "843                   foxgem   \n",
      "844              argenisleon   \n",
      "850                dblue0406   \n",
      "851               georgeblu1   \n",
      "852                 volpatto   \n",
      "854                  neeksor   \n",
      "856              liuzhenqi77   \n",
      "859              souradeepta   \n",
      "861               rachaeltay   \n",
      "863             nachoalvarez   \n",
      "864                   salotz   \n",
      "867           Shifu-Engineer   \n",
      "869                     r4um   \n",
      "870              ettorerizza   \n",
      "875               mcolebrook   \n",
      "876              aleksihakli   \n",
      "880                   ecogit   \n",
      "883               alfonso777   \n",
      "885                    wtznc   \n",
      "886               franccesco   \n",
      "888           vivekmishra369   \n",
      "892          rohithsrinivaas   \n",
      "897                  dogrdon   \n",
      "898                  dentarg   \n",
      "899                 RainFung   \n",
      "900           sarikayamehmet   \n",
      "903                   sogasg   \n",
      "908                yennanliu   \n",
      "910                    bt3gl   \n",
      "911           NishantBhavsar   \n",
      "913                 JustEdro   \n",
      "914              williamsne2   \n",
      "915            hujinghaoabcd   \n",
      "922             deepdreamer0   \n",
      "925                 andrassy   \n",
      "926                 algunion   \n",
      "929                  zephoon   \n",
      "931                rafpyprog   \n",
      "932                   VirTek   \n",
      "934               shangzixie   \n",
      "941                  ae86208   \n",
      "944                   asears   \n",
      "948                DataBoyTX   \n",
      "951               hangtwenty   \n",
      "952             ParzivalWins   \n",
      "953               aliisakroe   \n",
      "960               ALEXKIRNAS   \n",
      "961             truskovskiyk   \n",
      "962                 J0hnG4lt   \n",
      "966                 mjschock   \n",
      "967              gvvynplaine   \n",
      "971              pdeguzman96   \n",
      "974                   rhymiz   \n",
      "975                adamnieto   \n",
      "981                ansegundo   \n",
      "982               philMarius   \n",
      "985                  cnnrrss   \n",
      "988                The-Gupta   \n",
      "989              yangjue-han   \n",
      "991              ankur-gupta   \n",
      "993                 atgmello   \n",
      "999               rschlaefli   \n",
      "1000              prabha6kar   \n",
      "1003                dcgithub   \n",
      "1004              stjordanis   \n",
      "1005           romanofficial   \n",
      "1006               SongshGeo   \n",
      "1008               LuiGGi629   \n",
      "1009             ikedaosushi   \n",
      "1010         shenxiangzhuang   \n",
      "1011              devendraap   \n",
      "1013                 rsohlot   \n",
      "1015                  kitoki   \n",
      "\n",
      "                                                    bio  \n",
      "1     Electrical Engineer. MSc in Biomedical Enginee...  \n",
      "2     UX/UI Designer, Frontend Developer, Graphic De...  \n",
      "3               I like to code, that's all. Venezuelan.  \n",
      "4     I studied Electrical and Computer Engineering....  \n",
      "6                             I failed the Turing Test.  \n",
      "7                                         Data Engineer  \n",
      "9                                             TryHarder  \n",
      "11                                Data Science Engineer  \n",
      "12                   (graphs) - [:ARE] - > (everywhere)  \n",
      "13    Physicist and computational engineer. I have a...  \n",
      "14    DataFlow Engineer, Java developer,  Cloud Anal...  \n",
      "16    Solutions Architect at DemandGen.\\r\\nMinister ...  \n",
      "18    I'm a polygot engineer who codes when he can. ...  \n",
      "19    Ph.D. Student in NLP & ML. Interests in artifi...  \n",
      "21    (big|small|open) #data #nerd ≡ #AI, #datascien...  \n",
      "27                    Solutions Architect at Databricks  \n",
      "31                Health Informatics and Technology\\r\\n  \n",
      "33                             Data Scientist, Engineer  \n",
      "36                   I like the web, arts and traveling  \n",
      "37       Strategic Cloud Engineer @GoogleCloudPlatform   \n",
      "38    I am a Software Professional. I have a passion...  \n",
      "39    AI/Machine Learning Cloud Engineer @ Google. S...  \n",
      "42    Data Scientist & DevOps,\\r\\nB.Sc. & M.Sc. Stat...  \n",
      "43    Data engineer at prognos.ai.  Like Scala, Spar...  \n",
      "45    Fault Tolerant; Eventually Consistent; Not Ava...  \n",
      "46    Data hacker (level 3). Actuary with mathematic...  \n",
      "49    Code and explorations in Statistical Machine L...  \n",
      "51                        Data Engineer @ Alphacruncher  \n",
      "53    Director of Data Science @ShopRunner; \\r\\nForm...  \n",
      "54            Data scientist, machine learning engineer  \n",
      "56    Machine learning, whole page optimization, sea...  \n",
      "57           Machine Learning Engineer / Data Scientist  \n",
      "58    Likes AI, autonomous vehicles, and finance. Re...  \n",
      "60                                        新浪微博 @爱可可-爱生活  \n",
      "68                                            HelloWord  \n",
      "69    Hermit | Passionate Coder | Blockchain, IOTA, ...  \n",
      "73                       Scientist, dreamer, data lover  \n",
      "74                          Co-Founder & CTO @layer7ai   \n",
      "76    All things Data - Master of Information Techno...  \n",
      "78    I am a; Mathematical physicist, Data Scientist...  \n",
      "80        Big Data, NLP and Machine Learning enthusiast  \n",
      "82    Applied Mathematician working as a Data Scientist  \n",
      "84    Senior NLP developer, working on Conversationa...  \n",
      "85    An ordinary person that on a command line ever...  \n",
      "87    A freelancer passionate about everything revol...  \n",
      "88    Data Scientist | WPI Grad | \\r\\nFocused on Mac...  \n",
      "90    Apasionado por los datos me gusta poder verlos...  \n",
      "91                                  Freelancer @ Upwork  \n",
      "94            a data passionate from financial industry  \n",
      "95                     software developer @cockroachdb.  \n",
      "96    Data scientist and Consultant in data science ...  \n",
      "97                           Android Software Developer  \n",
      "98                                NLP Research Engineer  \n",
      "99    A curious and detail oriented professional who...  \n",
      "101   Electrical Engineer. MSc in Biomedical Enginee...  \n",
      "102   UX/UI Designer, Frontend Developer, Graphic De...  \n",
      "103             I like to code, that's all. Venezuelan.  \n",
      "104   I studied Electrical and Computer Engineering....  \n",
      "106                           I failed the Turing Test.  \n",
      "107                                       Data Engineer  \n",
      "109                                           TryHarder  \n",
      "111                               Data Science Engineer  \n",
      "112                  (graphs) - [:ARE] - > (everywhere)  \n",
      "113   Physicist and computational engineer. I have a...  \n",
      "114   DataFlow Engineer, Java developer,  Cloud Anal...  \n",
      "116   Solutions Architect at DemandGen.\\r\\nMinister ...  \n",
      "118   I'm a polygot engineer who codes when he can. ...  \n",
      "119   Ph.D. Student in NLP & ML. Interests in artifi...  \n",
      "121   (big|small|open) #data #nerd ≡ #AI, #datascien...  \n",
      "127                   Solutions Architect at Databricks  \n",
      "131               Health Informatics and Technology\\r\\n  \n",
      "133                            Data Scientist, Engineer  \n",
      "136                  I like the web, arts and traveling  \n",
      "137      Strategic Cloud Engineer @GoogleCloudPlatform   \n",
      "138   I am a Software Professional. I have a passion...  \n",
      "139   AI/Machine Learning Cloud Engineer @ Google. S...  \n",
      "142   Data Scientist & DevOps,\\r\\nB.Sc. & M.Sc. Stat...  \n",
      "143   Data engineer at prognos.ai.  Like Scala, Spar...  \n",
      "145   Fault Tolerant; Eventually Consistent; Not Ava...  \n",
      "146   Data hacker (level 3). Actuary with mathematic...  \n",
      "149   Code and explorations in Statistical Machine L...  \n",
      "151                       Data Engineer @ Alphacruncher  \n",
      "153   Director of Data Science @ShopRunner; \\r\\nForm...  \n",
      "154           Data scientist, machine learning engineer  \n",
      "156   Machine learning, whole page optimization, sea...  \n",
      "157          Machine Learning Engineer / Data Scientist  \n",
      "158   Likes AI, autonomous vehicles, and finance. Re...  \n",
      "160                                       新浪微博 @爱可可-爱生活  \n",
      "168                                           HelloWord  \n",
      "169   Hermit | Passionate Coder | Blockchain, IOTA, ...  \n",
      "173                      Scientist, dreamer, data lover  \n",
      "174                         Co-Founder & CTO @layer7ai   \n",
      "176   All things Data - Master of Information Techno...  \n",
      "178   I am a; Mathematical physicist, Data Scientist...  \n",
      "180       Big Data, NLP and Machine Learning enthusiast  \n",
      "182   Applied Mathematician working as a Data Scientist  \n",
      "184   Senior NLP developer, working on Conversationa...  \n",
      "185   An ordinary person that on a command line ever...  \n",
      "187   A freelancer passionate about everything revol...  \n",
      "188   Data Scientist | WPI Grad | \\r\\nFocused on Mac...  \n",
      "190   Apasionado por los datos me gusta poder verlos...  \n",
      "191                                 Freelancer @ Upwork  \n",
      "194           a data passionate from financial industry  \n",
      "195                    software developer @cockroachdb.  \n",
      "196   Data scientist and Consultant in data science ...  \n",
      "197                          Android Software Developer  \n",
      "198                               NLP Research Engineer  \n",
      "199   A curious and detail oriented professional who...  \n",
      "201   PostGrad in Machine Intelligence, love to expl...  \n",
      "202   I write picture books for kids about science a...  \n",
      "205                      Bsc. Computer Science, UNI\\r\\n  \n",
      "206                                    Python Hacker!!!  \n",
      "207   Astrodynamics enthusiast, open source software...  \n",
      "208                                 abhijitannaldas.com  \n",
      "209   Previously Undergraduate at @IIT_Ropar. Into M...  \n",
      "211   Big fan of Functional Programming, Scala, Idri...  \n",
      "212   Maker, Coder, dTaz, Magniware, i6, OmersV, CDL...  \n",
      "213                           doing enterprise software  \n",
      "214   CTO: Data Scientist / Big Data ;  Mobile : iOS...  \n",
      "215              Learning to extract signal from noise.  \n",
      "216                       Data Scientist @ Hattrick Ltd  \n",
      "218                              Genomic Data Scientist  \n",
      "219                           Playing with Random data.  \n",
      "220                 Software developer at Linx Printing  \n",
      "221   A T-shaped data scientist passionate about dat...  \n",
      "222                                         @poplindata  \n",
      "225                           A coder focus on big data  \n",
      "226   Senior BackEnd(Symfony,Drupal,Django) Engineer...  \n",
      "228                      Data Science, Python, R, LaTeX  \n",
      "229    Data Scientist, Python & open source evangelist   \n",
      "232                   Systems Engineer - BI & Big Data   \n",
      "234   ML & Web Enthusiast | CSRE, IIT Bombay | KNIT ...  \n",
      "235                         Data Scientist (Milan, ITA)  \n",
      "238   Data Scientist | (56) 990542812 | web2ajax@gma...  \n",
      "240   A monkey hitting keys at random on a  keyboard...  \n",
      "247   Coding is an art and just another conduit for ...  \n",
      "248   Machine Learning Engineer | Deep Learning & Te...  \n",
      "257   Machine learning engineer. Broadly curious. \\r...  \n",
      "258                               Learning to build\\r\\n  \n",
      "259                             DevOps Engineer. He/Him  \n",
      "268                               I work with models ;)  \n",
      "270                              This is a old account.  \n",
      "272   Founder/CEO of Raedan Technologies. Supporting...  \n",
      "273   Full stack Python Developer | Machine Learning...  \n",
      "275   Mathematics Graduate Student\\r\\nUniversity of ...  \n",
      "278                       Full stack engineer @efficiam  \n",
      "280   Software Engineer, interested in Artificial In...  \n",
      "282   The more I learn, the more I realize how much ...  \n",
      "283                                      \\r\\n    mx\\r\\n  \n",
      "285   Databricks. Previously DocuSign, Appuri and Mi...  \n",
      "287                  Desarrollador web, Scrum y Devops.  \n",
      "288   A former experimental particle physicist @ CER...  \n",
      "289   Data scientist and R&D engineer who like to te...  \n",
      "290                            I love le coding so much  \n",
      "293   I am grad student in CS dept at University of ...  \n",
      "296                   Artist working in Technology.\\r\\n  \n",
      "298    Data Scientist, Data Engineer, Software Engineer  \n",
      "303   implementations and experiments during my leis...  \n",
      "304                                    AI/ML researcher  \n",
      "306      Artificial Intelligence team leader at Ikerlan  \n",
      "308                                 A python developer.  \n",
      "310   Product Owner! Sempre no meio de clientes e de...  \n",
      "311   programmer in shenzhen\\r\\nhttps://www.liangdab...  \n",
      "314                            Data Scientist @ L'Oréal  \n",
      "315                               Use the Source, Luke!  \n",
      "317                                   also @davidpgero   \n",
      "321                  Interstellar Real Estate Developer  \n",
      "323   Senior DevOps Engineer at Pythian :: Intereste...  \n",
      "324                                 programmer, father.  \n",
      "325   FullStack/Cloud/SRE, open source contributor a...  \n",
      "326   Computer Science Student, Former Data Engineer...  \n",
      "328   Developer of data applications / pipelines in ...  \n",
      "337                         DL&ML with awesome products  \n",
      "339                      Co-Founder, CTO at CodeMarshal  \n",
      "342              \\r\\n    PhD Student IU Bloomington\\r\\n  \n",
      "343                       bitcoinfaf = BitcoinFastasFuk  \n",
      "344                            Computer Vision Engineer  \n",
      "346                                Senior Data Engineer  \n",
      "347                               Big Data Enthusiastic  \n",
      "351                      Deep Learner | Machine Learner  \n",
      "353        Full Stack Developer; PHP, Python and NodeJS  \n",
      "355                               Automating Automation  \n",
      "358                    Director of Big Data Engineering  \n",
      "360   Love Python | Distributed Computing | Data Sci...  \n",
      "361            Data Science | Machine Learning | Python  \n",
      "362   @UQComputingSociety, Australia\\r\\n@UoMCS, Unit...  \n",
      "364   From Russia with love to Reverse Engineering, ...  \n",
      "365                         Data Engineer | Python Dev   \n",
      "366                            DataEngineer/DataAnalyst  \n",
      "368   Currently working in political tech but I'd ra...  \n",
      "369   biomedical image analysis (@CBL-ORION), scient...  \n",
      "370                                      Data @lexerdev  \n",
      "372                 React Native and React JS developer  \n",
      "373                                             fintech  \n",
      "376   代码搬运工，进入了一个新的层次，庖丁解牛，从各种开源框架中提取设计，提取核心代码算法，搬运参...  \n",
      "380                               comin' to you 1000bpm  \n",
      "384   Search Engine Developer at n11.com. Duke's Cho...  \n",
      "386                      Data Manager, Customer Cluster  \n",
      "389   I m Data science consultant, ML/DL practitione...  \n",
      "392              PHP==>Python==>Go==>Anything Possible!  \n",
      "394   Data Strategist & Engineer • Think, Code, Read...  \n",
      "396                           Partner at @vintasoftware  \n",
      "399   I'm a software engineer from Recife who likes ...  \n",
      "405   Business-minded data scientist with a demonstr...  \n",
      "409   Stuff with Data, Products, Agile, and Block-Ch...  \n",
      "410   2x Startup founder, Software Engineer, Dev-ops...  \n",
      "412   I'm just ordinary Data Scientist who love in A...  \n",
      "415           \\r\\n    https://joaorafaelm.github.io\\r\\n  \n",
      "417   pythonista, machine learning, numbers, basicml...  \n",
      "422                                   Software Engineer  \n",
      "424   Software engineer building reliable machine le...  \n",
      "426                                 Just a regular guy.  \n",
      "427                             java&python&golang程序猿一枚  \n",
      "428                                      站在巨人的肩膀上开发卓越软件  \n",
      "429   I make data speak in Germany. Data Scientist, ...  \n",
      "436   The full \"stuck\" Developer | The Dev-Oops Engi...  \n",
      "437   I'm a data scientist and software engineer wit...  \n",
      "438   I enjoy making Bots and using Machine Learning...  \n",
      "442   Computer Scientist as Data Scientist / Enginee...  \n",
      "443              Researcher. Professor. Data Architect.  \n",
      "444                          Guy in constant learning.   \n",
      "447                                    Ciencia de Datos  \n",
      "448                       I'm a loner, Dottie. A rebel.  \n",
      "450                   ML/NLP//Energy Efficiency/ Market  \n",
      "451                          Data Engineer at Mutt Data  \n",
      "452   Muhammad Shafay Amjad\\r\\nProgressing as  Data ...  \n",
      "454                                   Computer engineer  \n",
      "455   I am a Data Scientist at Greenlight Bioscience...  \n",
      "456                        Computer Science - UNMSM\\r\\n  \n",
      "457   Candidato a Maestro de Ciencias de Datos, Inge...  \n",
      "458                  Computer Science graduate student   \n",
      "460                                      微信公众号: pyquant  \n",
      "465   Postdoc in Genetics.\\r\\nMachine learning in po...  \n",
      "466                           Sr. Manager, Data Science  \n",
      "467      I love NLP, ASR, and Deep Learning | Indonesia  \n",
      "469   I'm a MSc in Computer Science and a Chemistry ...  \n",
      "470          Send bitcoin plz https://manugarri.bit.ac/  \n",
      "472    Data Scientist.\\r\\n\\r\\nPython Lover & Developer.  \n",
      "475   Strathclyde University Postgraduate Student.\\r...  \n",
      "477   Software engineers:                           ...  \n",
      "481   Machine learning engineer in pursuit of creati...  \n",
      "482   Junior Machine Learning Researcher. I am inter...  \n",
      "485   Building something awesome @47Billion , @gotuk...  \n",
      "487                                    no bb，just do it  \n",
      "492   Data Scientist 💡 Curious, 🔍 skeptic,  humble, ...  \n",
      "493   Eternally confuzzled. CS apprentice, currently...  \n",
      "495   I am a Research and Development Engineer dedic...  \n",
      "496                                                   🤷  \n",
      "498                 Co-founder, CTO at Ledger Investing  \n",
      "500   Principal Machine Learning Engineer @elo7 | Ma...  \n",
      "502   Showing to the world how Open Source can chang...  \n",
      "503   Master Student at NYU Center for DataScience\\r...  \n",
      "505   I am a Data enthusiast and a Coder. Interested...  \n",
      "507            Pythonist ,Data Engineer, Deep learning   \n",
      "508                  Founder at Cooklist and Handground  \n",
      "510   \\r\\n    Assistant Professor in the Department ...  \n",
      "512   Data Scientist. Engineer. Maker. Endlessly cur...  \n",
      "513                                             云在青天水在瓶  \n",
      "514                               Quant, Data Scientist  \n",
      "520   Health economist, analyzing data from hospital...  \n",
      "522   Developer since forever. Always learning and t...  \n",
      "524                                    I work with Data  \n",
      "526                    swift / crypto / ai / ml / quant  \n",
      "527   Data Scientist @ AWS Machine Learning Solution...  \n",
      "528      For Christ - NLP/AI/Deep Learning/Data Science  \n",
      "529      Jr.Data Analyst // 데이터 분석 및 개발 시작 - 2018년 06월   \n",
      "530   I build machine learning systems, teach data s...  \n",
      "533                                            nice kid  \n",
      "534                                        I love data!  \n",
      "535   #HUST #SAMI #BTN #PYMI #SUN* #PHH   \\r\\nhttps:...  \n",
      "537                                           Christian  \n",
      "545                        https://shadowkun.github.io/  \n",
      "550   I help data-intensive companies be smarter and...  \n",
      "551   A dynamic Data Scientist with expertise in Mac...  \n",
      "552                                      Data Scientist  \n",
      "553   Big data hacker, do stuff with python and scal...  \n",
      "554                 λ => { :ok, data |> model.predict }  \n",
      "556   Worked in New York, London, Tokyo, Madrid and ...  \n",
      "557                    A Simmer/Keras/Stan/Spark player  \n",
      "559   Data Scientist | CRM Expert | Digital Analytic...  \n",
      "563                      Senior Data Scientist @Kumanu   \n",
      "564                 Looking for a spacetime singularity  \n",
      "567   M.Sc. in Computer Science, +10 years experienc...  \n",
      "568                    Independent Python Data Engineer  \n",
      "572   Full-stack Software Engineer and Entrepreneur ...  \n",
      "573                                          Go at work  \n",
      "577                     Data-focused software engineer.  \n",
      "578                                       ML Researcher  \n",
      "590   Innovation Addict \\r\\nIoT, Big Data, Cloud & F...  \n",
      "591                   Bioinformatician in Life Sciences  \n",
      "592                                        i can't tell  \n",
      "595                Data Engineer, former Data Scientist  \n",
      "597   Machine Learning Engineer\\r\\nSpeech Processing...  \n",
      "598   Data Engineer @smartnews // ex Software Engine...  \n",
      "600                    Data science, ML, NLP, and more.  \n",
      "602                                      Data Scientist  \n",
      "603                             Data Science Enthusiast  \n",
      "604   Otolaryngologist, Author & Machine Learning Re...  \n",
      "607   Freelancer | Math | Machine Learning | C++ | P...  \n",
      "609   Software Developer, Computer Engineer, Travel,...  \n",
      "612   Frustra fit per plura quod potest fieri per pa...  \n",
      "613                                      Data scientist  \n",
      "615                                             Postdoc  \n",
      "617   Your regular dev, talk much, code much, hide i...  \n",
      "618    Tᴇᴄʜ ᴇɴᴛʜᴜsɪᴀsᴛɪᴄ ᴡʜᴏ ʟᴏᴠᴇs ᴛᴏ ʟᴇᴀʀɴ ɴᴇᴡ ᴛʜɪɴɢs!  \n",
      "620                                Data Mining Engineer  \n",
      "624                     Games, AI, and random widgetry.  \n",
      "626                                  learn and practice  \n",
      "628        Data scientist | Kaggle 1x Master, 2x Expert  \n",
      "629                               Data Science Engineer  \n",
      "630   I'm a Product Manager from Paris 🥐, now living...  \n",
      "631   Information is finite because attention span i...  \n",
      "632   Electronic engineer, with an interest in embed...  \n",
      "636   ML Practitioner | Data Science | Data Engineer...  \n",
      "643                 Researcher of Database and on Data   \n",
      "646                        Senior Data Scientist at BCG  \n",
      "647                      still not a software developer  \n",
      "648                                     I'm an engineer  \n",
      "650                                     Ψ ∞ Φ - μαθητής  \n",
      "651              Data Scientist at Quadratyx, Hyderabad  \n",
      "652   Blockchain and Crypto Currency Consultant and ...  \n",
      "658                           Boston Scientific account  \n",
      "659   Long time SysAdmin, aspiring DevOps with a hin...  \n",
      "667                             FREEDOMIZE ALL TEH CODE  \n",
      "674     Weeks of coding can save you hours of planning.  \n",
      "677                       Data Scientist as Wells Fargo  \n",
      "679                                      Data Scientist  \n",
      "685   Computer Engineer | Ph.D. Student in Data Science  \n",
      "689   Machine Learning Engineer, Piano player, Yoga ...  \n",
      "693   Pythonista. Writer of docs. DevOps practitione...  \n",
      "694                                       python  NLP R  \n",
      "695   \"The purpose of computing is insight, not numb...  \n",
      "696   Physics undergrad at the University of Oklahom...  \n",
      "699   Ruby on Rails 5Y+\\r\\nPostgreSQL 4Y+\\r\\nReact 3...  \n",
      "701       Student of Science | Exploring Knowledge Work  \n",
      "706                    Data Scientist @ Dynamo Software  \n",
      "709                                 Go suck the data ;)  \n",
      "713                                         code player  \n",
      "714             NLP, Machine learning, DeepLearning, AI  \n",
      "717                        Software Engineer @aplijobs   \n",
      "720   Co-founder startup studio Hola-Up\\r\\n\\r\\nGeek ...  \n",
      "721                UASLP, Ing. en Sistemas Inteligentes  \n",
      "725   Community lead @CodeandoMexico 👨🏻‍💻 · Co-found...  \n",
      "728                     main = putStrLn \"Hello, World!\"  \n",
      "729   Statician, Marketeer and Developer 😃\\r\\nPython...  \n",
      "731                 Data Scientist & Software Developer  \n",
      "736                                      Data Scientist  \n",
      "737                                       Data Engineer  \n",
      "738                               Data Scientist @GEICO  \n",
      "740                                   aHa, I found you!  \n",
      "742                                   Python enthusiast  \n",
      "750   Data Scientist, Data Engineer, AWS Data Archit...  \n",
      "751                                                meh.  \n",
      "753   I'm a passionate and highly opinionated softwa...  \n",
      "757                                               AIops  \n",
      "762   Data Science, Product Management, and building...  \n",
      "763                         Data Scientist @ Skyscanner  \n",
      "764                                     lobster at @lob  \n",
      "765   Certified Salesforce.com Consultant || Data En...  \n",
      "767   I'm passionate about problem-solving, learning...  \n",
      "772   Wanderer - previously @atlanhq @socialcopsdev ...  \n",
      "778   Digital Analytics Development & Innovation. BB...  \n",
      "789   Passionate about Python, Machine Learning, Jav...  \n",
      "790                          Python, Golang, Javascript  \n",
      "792              Freelance Full-Stack Software Engineer  \n",
      "793                        Head of Video @ PlayTech.com  \n",
      "797   Python & Django Developer. Proficient in MySQL...  \n",
      "799   Enthusiastic Software Engineer 👷 with big pass...  \n",
      "803   I clearly remember programming on computers th...  \n",
      "806   Mechatronic trying to level up my knowledge fr...  \n",
      "811         Go/Python/Java + Cloud = Jack of all trades  \n",
      "815                                      Data Scientist  \n",
      "816       Data Scientist and Machine Learning Developer  \n",
      "817                     Professional Tetris player \\r\\n  \n",
      "818              study hard and make progress every day  \n",
      "819            Computer and Systems Engineering Student  \n",
      "823                 🚀 Data scientist and Web developer.  \n",
      "826   Over 17 years of solution architecture, consul...  \n",
      "827                  Data Scientist & Big Data Engineer  \n",
      "829          https://www.linkedin.com/in/bryanyang0528/  \n",
      "831   :computer: :alien:  :ghost: :question:  \\r\\n:1...  \n",
      "834                                      Happy Hacking!  \n",
      "835               Data Scientist and Software Developer  \n",
      "843                                     iiot + eth + ml  \n",
      "844                   Venezuelan in Mexico @argenisleon  \n",
      "850                       personal GitHub from Allison.  \n",
      "851   Learning new stuff, keeping good stuffs privat...  \n",
      "852   Numerical Developer @ESSS. MSc and DSc (ongoin...  \n",
      "854                      teamwork makes the dream work.  \n",
      "856     neuroscience, machine learning, python and more  \n",
      "859                                          coding = 💛  \n",
      "861                                Tech + Data + Design  \n",
      "863                          eCommerce, Payments & Bots  \n",
      "864   PhD Student in Biochemistry & Molecular Biolog...  \n",
      "867   Just a Typical Engineer trying to automate the...  \n",
      "869   systems guy • curious and intrusive • 99.999% ...  \n",
      "870   Researcher & PhD student in Information Scienc...  \n",
      "875                                 Associate Professor  \n",
      "876                          Software Engineer @Vincit   \n",
      "880   Independent ecopreneur who is supporting proje...  \n",
      "883   Computer Scientist | \\r\\nMsc at IME at Univers...  \n",
      "885   Product Data Scientist.\\r\\nComputer science gr...  \n",
      "886   Author of CodingDose a programming blog about ...  \n",
      "888   Data Scientist with interests in Complex Syste...  \n",
      "892   I am studying B.Tech in Metallurgical and Mate...  \n",
      "897                                absurdist data hound  \n",
      "898   Software developer with interest in security, ...  \n",
      "899   Game Algorithm Engineer in Timi Studio| \\r\\n\\r...  \n",
      "900   Researcher of Artificial Intelligence at ITU, ...  \n",
      "903   Blockchain and cryptocurrency enthusiast, dApp...  \n",
      "908   Data dev | Python |  Scala | Spark | Distribut...  \n",
      "910   Ph.D. in astrophysics, senior software enginee...  \n",
      "911                            Data Science Enthusiast.  \n",
      "913                                Data Engineer @ Miro  \n",
      "914   Recent PhD graduate in PChem with experience i...  \n",
      "915                      Life is short, you need python  \n",
      "922                                       data analysis  \n",
      "925   EM for Search at Cookpad - building the world'...  \n",
      "926   \"What I cannot create, I do not understand.\" -...  \n",
      "929                                          Python Dev  \n",
      "931                     Making life easier with Python.  \n",
      "932   Business Intelligence Developer , Data Enginee...  \n",
      "934            Master of Science in Columbia University  \n",
      "941                                             CV & ML  \n",
      "944                                    I star things...  \n",
      "948            https://www.linkedin.com/in/thomasccook/  \n",
      "951   Independent software developer in Portland, OR...  \n",
      "952                                    Living the Oasis  \n",
      "953                    Currently: Data Science Engineer  \n",
      "960                Researcher at Computer Vision domain  \n",
      "961                      Machine Learning Engineer 🇺🇦🇨🇦  \n",
      "962   \\r\\n    A computer scientist who is interested...  \n",
      "966                           Machine Learning Engineer  \n",
      "967                                      NULL VOID NONE  \n",
      "971   MS in Business Analytics at UCLA | Aspiring Da...  \n",
      "974   Can be bribed with good food and coffee. 🇸🇷🇸🇽🇨🇼🇺🇸  \n",
      "975   Data Scientist interested in engineering softw...  \n",
      "981        Master's student on Applied Computing at USP  \n",
      "982   \\r\\n    Data Scientist, spend my time in Edinb...  \n",
      "985                                       (╯°□°)╯︵ ┻━┻   \n",
      "988   AI Software Engineer, Bosch R&D [ARiSE, RBEI] ...  \n",
      "989                             Macro-finance Economist  \n",
      "991   Lead Data Scientist @ Salesforce AI Research. ...  \n",
      "993   Passionate about all things FLOS. Special inte...  \n",
      "999   \\r\\n    Studying data science @uzh - \\r\\nWeb d...  \n",
      "1000                     a techno freak of Industry 4.0  \n",
      "1003                                          leaning..  \n",
      "1004                                  ML/Data Scientist  \n",
      "1005                                Front-End Developer  \n",
      "1006                      Beijing Normal University\\r\\n  \n",
      "1008      Pythonista 🐍\\r\\nDataScientist 📊\\r\\nBayesian 🧙  \n",
      "1009                               I love 🍣,  ♨️and ✈️.  \n",
      "1010  Life isn’t about waiting for the storm to pass...  \n",
      "1011                                    Avid programmer  \n",
      "1013                                    Big data  + ML   \n",
      "1015  i want to start my adventure, new kind challen...  \n"
     ]
    }
   ],
   "source": [
    "def print_full(x):\n",
    "    pd.set_option('display.max_rows', len(x))\n",
    "    print(x)\n",
    "    pd.reset_option('display.max_rows')\n",
    "    \n",
    "ppdf = pdf.dropna(subset=[\"bio\"])\n",
    "print_full(pdf)\n",
    "# print_full(pdf[\"bio\"].str.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "engineer                                                                       94\n",
      "in                                                                             87\n",
      "scientist                                                                      76\n",
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      "|                                                                              68\n",
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      "about                                                                          15\n",
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      "i'm                                                                            14\n",
      "nlp                                                                            14\n",
      "passionate                                                                     14\n",
      "from                                                                           13\n",
      "intelligence                                                                   13\n",
      "development                                                                    13\n",
      "my                                                                             13\n",
      "is                                                                             13\n",
      "/                                                                              12\n",
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      "+                                                                               6\n",
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      "studying                                                                        5\n",
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      "hacker                                                                          4\n",
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      "biomedical                                                                      4\n",
      "programmer                                                                      4\n",
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      "•                                                                               4\n",
      "statistical                                                                     4\n",
      "processing                                                                      4\n",
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      "you                                                                             4\n",
      "electrical                                                                      4\n",
      "build                                                                           4\n",
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      "=                                                                               4\n",
      "enthusiastic                                                                    4\n",
      "life                                                                            4\n",
      "health                                                                          4\n",
      "previously                                                                      4\n",
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      "automation                                                                      3\n",
      "venezuelan                                                                      3\n",
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      "kubernetes                                                                      3\n",
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      "loves                                                                           3\n",
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      "c++                                                                             3\n",
      "cosmology                                                                       3\n",
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      "musician                                                                        3\n",
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      "->                                                                              3\n",
      "·                                                                               3\n",
      "into                                                                            3\n",
      "complex                                                                         3\n",
      "full-stack                                                                      3\n",
      "available                                                                       3\n",
      "linux                                                                           3\n",
      "enchiladas                                                                      2\n",
      "fanboy                                                                          2\n",
      "insights                                                                        2\n",
      "#data                                                                           2\n",
      "startup                                                                         2\n",
      "every                                                                           2\n",
      "scale                                                                           2\n",
      "data!                                                                           2\n",
      "arts                                                                            2\n",
      "are                                                                             2\n",
      "eos                                                                             2\n",
      "neural                                                                          2\n",
      "member                                                                          2\n",
      "help                                                                            2\n",
      "faster                                                                          2\n",
      "designing                                                                       2\n",
      "#globaldev                                                                      2\n",
      "#policy                                                                         2\n",
      "optimization                                                                    2\n",
      "microservices                                                                   2\n",
      "autonomous                                                                      2\n",
      "@googlecloudplatform                                                            2\n",
      "hard                                                                            2\n",
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      "games                                                                           2\n",
      "structures                                                                      2\n",
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      "author                                                                          2\n",
      "per                                                                             2\n",
      "@worldbank                                                                      2\n",
      "sistemas                                                                        2\n",
      "codes                                                                           2\n",
      "up                                                                              2\n",
      "sciences                                                                        2\n",
      "flank                                                                           2\n",
      "postgresql                                                                      2\n",
      "entrepreneur                                                                    2\n",
      "(big|small|open)                                                                2\n",
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      "command                                                                         2\n",
      "deployment                                                                      2\n",
      "ai/ml                                                                           2\n",
      "coffee                                                                          2\n",
      "because                                                                         2\n",
      "ux/ui                                                                           2\n",
      "(graphs)                                                                        2\n",
      ">                                                                               2\n",
      "ello                                                                            2\n",
      "this                                                                            2\n",
      "opinion                                                                         2\n",
      "mobile                                                                          2\n",
      "apache                                                                          2\n",
      "agile                                                                           2\n",
      "(level                                                                          2\n",
      "(c)                                                                             2\n",
      "informática                                                                     2\n",
      "analyzing                                                                       2\n",
      "ocaml                                                                           2\n",
      "anything                                                                        2\n",
      "boy                                                                             2\n",
      "donde                                                                           2\n",
      "android                                                                         2\n",
      "apasiona                                                                        2\n",
      "la                                                                              2\n",
      "crypto                                                                          2\n",
      "marketo                                                                         2\n",
      "psychoanalysis                                                                  2\n",
      "#foss                                                                           2\n",
      "vehicles                                                                        2\n",
      "cs                                                                              2\n",
      "real                                                                            2\n",
      "terraform                                                                       2\n",
      "civis                                                                           2\n",
      "nyu                                                                             2\n",
      "finance                                                                         2\n",
      "desde                                                                           2\n",
      "#datascience                                                                    2\n",
      "oriented                                                                        2\n",
      "data-driven                                                                     2\n",
      "minister                                                                        2\n",
      "solution                                                                        2\n",
      "(everywhere)                                                                    2\n",
      "fault                                                                           2\n",
      "upwork                                                                          2\n",
      "awesome                                                                         2\n",
      "traveling                                                                       2\n",
      "supporting                                                                      2\n",
      "personal                                                                        2\n",
      "wind-turbine                                                                    2\n",
      "failed                                                                          2\n",
      "very                                                                            2\n",
      "dart                                                                            2\n",
      "living                                                                          2\n",
      "probabilistic                                                                   2\n",
      "design                                                                          2\n",
      "ci/cd                                                                           2\n",
      "applications                                                                    2\n",
      "alphacruncher                                                                   2\n",
      "a;                                                                              2\n",
      "新浪微博                                                                            2\n",
      "studied                                                                         2\n",
      "that's                                                                          2\n",
      "marketing                                                                       2\n",
      "forecasting                                                                     2\n",
      "twitter:                                                                        2\n",
      "bots                                                                            2\n",
      "demandgen                                                                       2\n",
      "but                                                                             2\n",
      "consistent;                                                                     2\n",
      "@layer7ai                                                                       2\n",
      "currently                                                                       2\n",
      "helloword                                                                       2\n",
      "actuary                                                                         2\n",
      "recommender                                                                     2\n",
      "serverless                                                                      2\n",
      "conversational                                                                  2\n",
      "maracaibo                                                                       2\n",
      "spent                                                                           2\n",
      "analysis                                                                        2\n",
      "venezuela                                                                       2\n",
      "lacanian                                                                        2\n",
      "account                                                                         2\n",
      "haskell                                                                         2\n",
      "world                                                                           2\n",
      "trades                                                                          2\n",
      ":                                                                               2\n",
      "detail                                                                          2\n",
      "relevance                                                                       2\n",
      "trading                                                                         2\n",
      "los                                                                             2\n",
      "wrangling                                                                       2\n",
      "front-end                                                                       2\n",
      "e                                                                               2\n",
      "lead                                                                            2\n",
      "aspiring                                                                        2\n",
      "graphql                                                                         2\n",
      "#p2p                                                                            2\n",
      "explorations                                                                    2\n",
      "@hadootoo                                                                       2\n",
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      "was                                                                             2\n",
      "methods                                                                         2\n",
      "lifelong                                                                        2\n",
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      "networks                                                                        2\n",
      "maker                                                                           2\n",
      "analyst                                                                         2\n",
      "revolving                                                                       2\n",
      "recently                                                                        2\n",
      "finite                                                                          2\n",
      "golang                                                                          2\n",
      "turing                                                                          2\n",
      "kagglecom/silverstone1903                                                       2\n",
      "chris                                                                           2\n",
      "rp                                                                              2\n",
      "so                                                                              2\n",
      "etc                                                                             2\n",
      "he                                                                              2\n",
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      "prognosai                                                                       2\n",
      "advanced                                                                        2\n",
      "writer                                                                          2\n",
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      "materials                                                                       2\n",
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      "eng                                                                             2\n",
      "3)                                                                              2\n",
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      "verdes                                                                          2\n",
      "2012                                                                            2\n",
      "economist                                                                       2\n",
      "@cockroachdb                                                                    2\n",
      "🚀                                                                               2\n",
      "[:are]                                                                          2\n",
      "eventually                                                                      2\n",
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      "frontend                                                                        2\n",
      "#nerd                                                                           2\n",
      "todas                                                                           2\n",
      "@shoprunner;                                                                    2\n",
      "founder                                                                         2\n",
      "@爱可可-爱生活                                                                        2\n",
      "modelling                                                                       2\n",
      "around                                                                          2\n",
      "modeling                                                                        2\n",
      "eloqua                                                                          2\n",
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      "iit                                                                             2\n",
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      "nifi                                                                            2\n",
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      "speak                                                                           2\n",
      "obama                                                                           2\n",
      "consulting/analytics/data                                                       2\n",
      "github                                                                          2\n",
      "java                                                                            2\n",
      "dreamer                                                                         2\n",
      "#ai                                                                             2\n",
      "google                                                                          2\n",
      "jack                                                                            2\n",
      "#unam                                                                           2\n",
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      "wpi                                                                             2\n",
      "💻♟️🏃☕️🎧✈🚘                                                                       2\n",
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      "iota                                                                            2\n",
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      "@vintasoftware                                                                  1\n",
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      "μαθητής                                                                         1\n",
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      "currently:                                                                      1\n",
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      "ᴡʜᴏ                                                                             1\n",
      "eth                                                                             1\n",
      "forever                                                                         1\n",
      "langone                                                                         1\n",
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      "https://manugarribitac/                                                         1\n",
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      "profile)                                                                        1\n",
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      "https://wwwlinkedincom/in/thomasccook/                                          1\n",
      "@uqcomputingsociety                                                             1\n",
      "everything**                                                                    1\n",
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      "微信公众号:                                                                          1\n",
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      "代码搬运工，进入了一个新的层次，庖丁解牛，从各种开源框架中提取设计，提取核心代码算法，搬运参考，提取来实现自己的框架。复杂问题抽象分层可以极致简单。      1\n",
      "cto:                                                                            1\n",
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      ":+1:                                                                            1\n",
      "云在青天水在瓶                                                                         1\n",
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      "@47billion                                                                      1\n",
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      "@vincit                                                                         1\n",
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      "undergraduate                                                                   1\n",
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      "statician                                                                       1\n",
      "number\"                                                                         1\n",
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      "@jeremyjordan                                                                   1\n",
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      "mudarem                                                                         1\n",
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      "http://huyhoang17githubio                                                       1\n",
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      "extract                                                                         1\n",
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      "change                                                                          1\n",
      "ʟᴏᴠᴇs                                                                           1\n",
      "https://twittercom/__phanhoang__                                                1\n",
      "👨🏻‍💻                                                                            1\n",
      "990542812                                                                       1\n",
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      "ᴛᴏ                                                                              1\n",
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      "@usp                                                                            1\n",
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      "📈🔍                                                                              1\n",
      "php==>python==>go==>anything                                                    1\n",
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      "miro                                                                            1\n",
      "@zapatacomputing                                                                1\n",
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      "@python-spain                                                                   1\n",
      "}                                                                               1\n",
      "datascience                                                                     1\n",
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      "adventure                                                                       1\n",
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      "(╯°□°)╯︵                                                                        1\n",
      "skyscanner                                                                      1\n",
      "9147                                                                            1\n",
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      ":pizza:                                                                         1\n",
      "@linkasoftwares                                                                 1\n",
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      "@ml-gde                                                                         1\n",
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      "gpg:                                                                            1\n",
      "2018년                                                                           1\n",
      "insight                                                                         1\n",
      "onlywiththose                                                                   1\n",
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      "analysis+regression                                                             1\n",
      ")                                                                               1\n",
      "candidato                                                                       1\n",
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      "explore                                                                         1\n",
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      "cybersecurity                                                                   1\n",
      "ime                                                                             1\n",
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      "👨‍🏫                                                                             1\n",
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      "@poplindata                                                                     1\n",
      "csre                                                                            1\n",
      "edinburgh                                                                       1\n",
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      "iu                                                                              1\n",
      "bitcoinfastasfuk                                                                1\n",
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      "06월                                                                             1\n",
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      "@uomcs                                                                          1\n",
      "c742                                                                            1\n",
      "ltd                                                                             1\n",
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      "infinite                                                                        1\n",
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      "ʟᴇᴀʀɴ                                                                           1\n",
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      "\"hello                                                                          1\n",
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      "#geneticprogramming                                                             1\n",
      "ugly                                                                            1\n",
      "@kumanu                                                                         1\n",
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      "aws/gcp                                                                         1\n",
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      "@snagr                                                                          1\n",
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      "@codeandomexico                                                                 1\n",
      "ᴛʜɪɴɢs!                                                                         1\n",
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      "https://twittercom/mezphotos                                                    1\n",
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      "ciencia                                                                         1\n",
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      "interests:                                                                      1\n",
      "ᴇɴᴛʜᴜsɪᴀsᴛɪᴄ                                                                    1\n",
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      "@yelp                                                                           1\n",
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      "allison                                                                         1\n",
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      "站在巨人的肩膀上开发卓越软件                                                                  1\n",
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      "http://tselaicom                                                                1\n",
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      "@scala                                                                          1\n",
      "apprentice                                                                      1\n",
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      "java&python&golang程序猿一枚                                                         1\n",
      "https://wwwliangdabiaocom/                                                      1\n",
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      "art                                                                             1\n",
      "https://wwwlinkedincom/in/bryanyang0528/                                        1\n",
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      "prescription                                                                    1\n",
      "[icets                                                                          1\n",
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      "@cloverhealth                                                                   1\n",
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      "🇸🇷🇸🇽🇨🇼🇺🇸                                                                        1\n",
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      "https://gitlabcom/otrenav                                                       1\n",
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      "abhijitannaldascom                                                              1\n",
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      "#pymi                                                                           1\n",
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      "thought                                                                         1\n",
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      "🔰                                                                               1\n",
      "@alexrd                                                                         1\n",
      "5y+                                                                             1\n",
      "cookpad                                                                         1\n",
      "kaggle                                                                          1\n",
      "better                                                                          1\n",
      "skills                                                                          1\n",
      "xmicrosoft                                                                      1\n",
      "enterprise                                                                      1\n",
      "bosch                                                                           1\n",
      "@pratik007a                                                                     1\n",
      "ethz                                                                            1\n",
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      "constant                                                                        1\n",
      "computers                                                                       1\n",
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      "dev/dba                                                                         1\n",
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      "genomics                                                                        1\n",
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      "can't                                                                           1\n",
      "amjad                                                                           1\n",
      "bb，just                                                                         1\n",
      "place                                                                           1\n",
      "waiting                                                                         1\n",
      "something                                                                       1\n",
      "domain                                                                          1\n",
      "company                                                                         1\n",
      "640d                                                                            1\n",
      "confuzzled                                                                      1\n",
      "berlin                                                                          1\n",
      "medium-size                                                                     1\n",
      "rain                                                                            1\n",
      "99999%                                                                          1\n",
      "📜                                                                               1\n",
      "@futurelabmx                                                                    1\n",
      "spiking                                                                         1\n",
      "storm                                                                           1\n",
      "dl&ml                                                                           1\n",
      "investing                                                                       1\n",
      "chat!                                                                           1\n",
      "kind                                                                            1\n",
      "intrusive                                                                       1\n",
      "basicmlcom                                                                      1\n",
      "pipeline                                                                        1\n",
      "windows                                                                         1\n",
      "interaction                                                                     1\n",
      "genomic                                                                         1\n",
      "(usp)                                                                           1\n",
      "singularity                                                                     1\n",
      "showing                                                                         1\n",
      "their                                                                           1\n",
      "being                                                                           1\n",
      "meditation                                                                      1\n",
      "(milan                                                                          1\n",
      "λ                                                                               1\n",
      "shakespeare                                                                     1\n",
      "use                                                                             1\n",
      "inclinations                                                                    1\n",
      "tetris                                                                          1\n",
      "motion                                                                          1\n",
      "dtaz                                                                            1\n",
      "another                                                                         1\n",
      "companies                                                                       1\n",
      "widgetry                                                                        1\n",
      "kingdom                                                                         1\n",
      "surely                                                                          1\n",
      "lobster                                                                         1\n",
      "world!\"                                                                         1\n",
      "ios                                                                             1\n",
      "principal                                                                       1\n",
      "시작                                                                              1\n",
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      "@surfline                                                                       1\n",
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      "way                                                                             1\n",
      "enough                                                                          1\n",
      "db0b                                                                            1\n",
      "\"the                                                                            1\n",
      "pharmacological                                                                 1\n",
      "experiments                                                                     1\n",
      "@aeropython                                                                     1\n",
      "dedicated                                                                       1\n",
      "speech                                                                          1\n",
      "crm                                                                             1\n",
      "uni                                                                             1\n",
      "opinionated                                                                     1\n",
      "snotra                                                                          1\n",
      "6710                                                                            1\n",
      "👷                                                                               1\n",
      "@elo7                                                                           1\n",
      "data-intensive                                                                  1\n",
      "co-host                                                                         1\n",
      "aha                                                                             1\n",
      "ing                                                                             1\n",
      "dfb8                                                                            1\n",
      "paulo                                                                           1\n",
      "day                                                                             1\n",
      "found                                                                           1\n",
      "luke!                                                                           1\n",
      "practice                                                                        1\n",
      "interplanetary                                                                  1\n",
      "|>                                                                              1\n",
      "old                                                                             1\n",
      "topics                                                                          1\n",
      "ikerlan                                                                         1\n",
      "auc                                                                             1\n",
      "best                                                                            1\n",
      "in-person                                                                       1\n",
      "planning                                                                        1\n",
      "sometimes                                                                       1\n",
      "changed                                                                         1\n",
      "reverse                                                                         1\n",
      "jrdata                                                                          1\n",
      "dance                                                                           1\n",
      "i6                                                                              1\n",
      "mechatronic                                                                     1\n",
      "shafay                                                                          1\n",
      "mountain                                                                        1\n",
      "hyderabad                                                                       1\n",
      "learning/data                                                                   1\n",
      "entire                                                                          1\n",
      "d8f4                                                                            1\n",
      "finding                                                                         1\n",
      "job                                                                             1\n",
      "biology                                                                         1\n",
      "frustrated                                                                      1\n",
      "btech                                                                           1\n",
      "header                                                                          1\n",
      "e-commerce                                                                      1\n",
      "📊🎨📉                                                                             1\n",
      "(ongoing)                                                                       1\n",
      "cool                                                                            1\n",
      "https://shadowkungithubio/                                                      1\n",
      "xrogers                                                                         1\n",
      "amount                                                                          1\n",
      "neuron                                                                          1\n",
      "gigs                                                                            1\n",
      "he/him                                                                          1\n",
      "nosql                                                                           1\n",
      "works                                                                           1\n",
      "recent                                                                          1\n",
      "@iit_ropar                                                                      1\n",
      "a910                                                                            1\n",
      "ecommerce                                                                       1\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "words = pdf['bio'].str.replace(\".\",\"\").str.replace(\",\",\"\").str.lower().str.split()\n",
    "word_counts = pd.value_counts(words.apply(pd.Series).stack())\n",
    "print_full(word_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<Response [200]>, <Response [200]>, <Response [200]>, <Response [200]>, <Response [200]>, <Response [200]>, <Response [200]>, <Response [200]>]\n"
     ]
    }
   ],
   "source": [
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>COM%%%pton</td>\n",
       "      <td>812</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899/01/01</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>00JAMES000</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921/05/03</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id             firstName              lastName billingId     product  \\\n",
       "0    1            000Luis000           Alvarez$$%!       123        Cake   \n",
       "1    2            00André000                Ampère       423        piza   \n",
       "2    3            00NiELS000            Böhr//((%%       551       pizza   \n",
       "3    4            000PAUL000                dirac$       521       pizza   \n",
       "4    5            00Albert00              Einstein       634       pizza   \n",
       "5    6            0Galileo00               GALiLEI       672       arepa   \n",
       "6    7            000CaRL000              Ga%%%uss       323        taco   \n",
       "7    8            00David000            H$$$ilbert       624    taaaccoo   \n",
       "8    9            0Johannes0                KEPLER       735        taco   \n",
       "9   10            00JaMES000           M$$ax%%well       875        taco   \n",
       "10  11            00Isaac000                Newton       992       pasta   \n",
       "11  12            00Emmy%%00              Nöether$       234       pasta   \n",
       "12  13            00Max!!!00             Planck!!!       111  hamburguer   \n",
       "13  14            000Fred000              Hoy&&&le       553      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz       116       pizza   \n",
       "15  16            0William00            Gilbert###       886        BEER   \n",
       "16  17            00Marie000                 CURIE       912        Rice   \n",
       "17  18            00Arthur00            COM%%%pton       812      110790   \n",
       "18  19            00JAMES000              Chadwick       467         NaN   \n",
       "\n",
       "   price       birth dummyCol  \n",
       "0     10  1980/07/07    never  \n",
       "1      8  1950/07/08    gonna  \n",
       "2      8  1990/07/09     give  \n",
       "3      8  1954/07/10      you  \n",
       "4      8  1990/07/11       up  \n",
       "5      5  1930/08/12    never  \n",
       "6      3  1970/07/13    gonna  \n",
       "7      3  1950/07/14      let  \n",
       "8      3  1920/04/22      you  \n",
       "9      3  1923/03/12     down  \n",
       "10     9  1999/02/15   never   \n",
       "11     9  1993/12/08    gonna  \n",
       "12     4  1994/01/04     run   \n",
       "13     8  1997/06/27   around  \n",
       "14     8  1956/11/30      and  \n",
       "15     2  1958/03/26   desert  \n",
       "16     1  2000/03/22      you  \n",
       "17     5  1899/01/01        #  \n",
       "18    10  1921/05/03        #  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df1.cols.pattern_counts(\"firstName\", n=5, mode=0)\n",
    "df1.cols.pad(\"firstName\",10, \"both\",\"0\").compute()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import sys,os,os.path\n",
    "# os.environ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import string_grouper\n",
    "# string_grouper.__file__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optimus import Optimus\n",
    "op = Optimus(\"dask\", n_workers=1, threads_per_worker=8, processes=False, memory_limit=\"3G\", comm=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = op.load.file(\"data/crime.csv\").ext.cache()\n",
    "df = df.ext.repartition(8).ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">8 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">INCIDENT_NUMBER</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE_GROUP</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_DESCRIPTION</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DISTRICT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">REPORTING_AREA</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">SHOOTING</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OCCURRED_ON_DATE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">YEAR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">MONTH</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DAY_OF_WEEK</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">HOUR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">UCR_PART</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">STREET</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Long</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Location</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070945\">\n",
       "                \n",
       "                I182070945\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"00619\">\n",
       "                \n",
       "                00619\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Larceny\">\n",
       "                \n",
       "                Larceny\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LARCENY&#8901;ALL&#8901;OTHERS\">\n",
       "                \n",
       "                LARCENY&#8901;ALL&#8901;OTHERS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D14\">\n",
       "                \n",
       "                D14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"808\">\n",
       "                \n",
       "                808\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-02&#8901;13:00:00\">\n",
       "                \n",
       "                2018-09-02&#8901;13:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sunday\">\n",
       "                \n",
       "                Sunday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;One\">\n",
       "                \n",
       "                Part&#8901;One\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LINCOLN&#8901;ST\">\n",
       "                \n",
       "                LINCOLN&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.35779134\">\n",
       "                \n",
       "                42.35779134\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.13937053\">\n",
       "                \n",
       "                -71.13937053\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.35779134,&#8901;-71.13937053)\">\n",
       "                \n",
       "                (42.35779134,&#8901;-71.13937053)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070943\">\n",
       "                \n",
       "                I182070943\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01402\">\n",
       "                \n",
       "                01402\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Vandalism\">\n",
       "                \n",
       "                Vandalism\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VANDALISM\">\n",
       "                \n",
       "                VANDALISM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"347\">\n",
       "                \n",
       "                347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-08-21&#8901;00:00:00\">\n",
       "                \n",
       "                2018-08-21&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Tuesday\">\n",
       "                \n",
       "                Tuesday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Two\">\n",
       "                \n",
       "                Part&#8901;Two\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HECLA&#8901;ST\">\n",
       "                \n",
       "                HECLA&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.30682138\">\n",
       "                \n",
       "                42.30682138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.06030035\">\n",
       "                \n",
       "                -71.06030035\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.30682138,&#8901;-71.06030035)\">\n",
       "                \n",
       "                (42.30682138,&#8901;-71.06030035)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070941\">\n",
       "                \n",
       "                I182070941\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03410\">\n",
       "                \n",
       "                03410\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Towed\">\n",
       "                \n",
       "                Towed\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TOWED&#8901;MOTOR&#8901;VEHICLE\">\n",
       "                \n",
       "                TOWED&#8901;MOTOR&#8901;VEHICLE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D4\">\n",
       "                \n",
       "                D4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"151\">\n",
       "                \n",
       "                151\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;19:27:00\">\n",
       "                \n",
       "                2018-09-03&#8901;19:27:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CAZENOVE&#8901;ST\">\n",
       "                \n",
       "                CAZENOVE&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.34658879\">\n",
       "                \n",
       "                42.34658879\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07242943\">\n",
       "                \n",
       "                -71.07242943\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.34658879,&#8901;-71.07242943)\">\n",
       "                \n",
       "                (42.34658879,&#8901;-71.07242943)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070940\">\n",
       "                \n",
       "                I182070940\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03114\">\n",
       "                \n",
       "                03114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Investigate&#8901;Property\">\n",
       "                \n",
       "                Investigate&#8901;Property\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"INVESTIGATE&#8901;PROPERTY\">\n",
       "                \n",
       "                INVESTIGATE&#8901;PROPERTY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D4\">\n",
       "                \n",
       "                D4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"272\">\n",
       "                \n",
       "                272\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;21:16:00\">\n",
       "                \n",
       "                2018-09-03&#8901;21:16:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NEWCOMB&#8901;ST\">\n",
       "                \n",
       "                NEWCOMB&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.33418175\">\n",
       "                \n",
       "                42.33418175\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07866441\">\n",
       "                \n",
       "                -71.07866441\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.33418175,&#8901;-71.07866441)\">\n",
       "                \n",
       "                (42.33418175,&#8901;-71.07866441)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070938\">\n",
       "                \n",
       "                I182070938\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03114\">\n",
       "                \n",
       "                03114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Investigate&#8901;Property\">\n",
       "                \n",
       "                Investigate&#8901;Property\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"INVESTIGATE&#8901;PROPERTY\">\n",
       "                \n",
       "                INVESTIGATE&#8901;PROPERTY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B3\">\n",
       "                \n",
       "                B3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"421\">\n",
       "                \n",
       "                421\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;21:05:00\">\n",
       "                \n",
       "                2018-09-03&#8901;21:05:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"DELHI&#8901;ST\">\n",
       "                \n",
       "                DELHI&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.27536542\">\n",
       "                \n",
       "                42.27536542\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.09036101\">\n",
       "                \n",
       "                -71.09036101\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.27536542,&#8901;-71.09036101)\">\n",
       "                \n",
       "                (42.27536542,&#8901;-71.09036101)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070936\">\n",
       "                \n",
       "                I182070936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03820\">\n",
       "                \n",
       "                03820\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Motor&#8901;Vehicle&#8901;Accident&#8901;Response\">\n",
       "                \n",
       "                Motor&#8901;Vehicle&#8901;Accident&#8901;Response\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M/V&#8901;ACCIDENT&#8901;INVOLVING&#8901;PEDESTRIAN&#8901;-&#8901;INJURY\">\n",
       "                \n",
       "                M/V&#8901;ACCIDENT&#8901;INVOLVING&#8901;PEDESTRIAN&#8901;-&#8901;INJURY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;21:09:00\">\n",
       "                \n",
       "                2018-09-03&#8901;21:09:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TALBOT&#8901;AVE\">\n",
       "                \n",
       "                TALBOT&#8901;AVE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.29019621\">\n",
       "                \n",
       "                42.29019621\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07159012\">\n",
       "                \n",
       "                -71.07159012\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.29019621,&#8901;-71.07159012)\">\n",
       "                \n",
       "                (42.29019621,&#8901;-71.07159012)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070933\">\n",
       "                \n",
       "                I182070933\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"00724\">\n",
       "                \n",
       "                00724\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Auto&#8901;Theft\">\n",
       "                \n",
       "                Auto&#8901;Theft\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AUTO&#8901;THEFT\">\n",
       "                \n",
       "                AUTO&#8901;THEFT\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B2\">\n",
       "                \n",
       "                B2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"330\">\n",
       "                \n",
       "                330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;21:25:00\">\n",
       "                \n",
       "                2018-09-03&#8901;21:25:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;One\">\n",
       "                \n",
       "                Part&#8901;One\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NORMANDY&#8901;ST\">\n",
       "                \n",
       "                NORMANDY&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.30607218\">\n",
       "                \n",
       "                42.30607218\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.08273260\">\n",
       "                \n",
       "                -71.08273260\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.30607218,&#8901;-71.08273260)\">\n",
       "                \n",
       "                (42.30607218,&#8901;-71.08273260)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070932\">\n",
       "                \n",
       "                I182070932\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03301\">\n",
       "                \n",
       "                03301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Verbal&#8901;Disputes\">\n",
       "                \n",
       "                Verbal&#8901;Disputes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VERBAL&#8901;DISPUTE\">\n",
       "                \n",
       "                VERBAL&#8901;DISPUTE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B2\">\n",
       "                \n",
       "                B2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"584\">\n",
       "                \n",
       "                584\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;20:39:37\">\n",
       "                \n",
       "                2018-09-03&#8901;20:39:37\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LAWN&#8901;ST\">\n",
       "                \n",
       "                LAWN&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.32701648\">\n",
       "                \n",
       "                42.32701648\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.10555088\">\n",
       "                \n",
       "                -71.10555088\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.32701648,&#8901;-71.10555088)\">\n",
       "                \n",
       "                (42.32701648,&#8901;-71.10555088)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070931\">\n",
       "                \n",
       "                I182070931\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"00301\">\n",
       "                \n",
       "                00301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Robbery\">\n",
       "                \n",
       "                Robbery\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ROBBERY&#8901;-&#8901;STREET\">\n",
       "                \n",
       "                ROBBERY&#8901;-&#8901;STREET\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C6\">\n",
       "                \n",
       "                C6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"177\">\n",
       "                \n",
       "                177\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;20:48:00\">\n",
       "                \n",
       "                2018-09-03&#8901;20:48:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;One\">\n",
       "                \n",
       "                Part&#8901;One\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MASSACHUSETTS&#8901;AVE\">\n",
       "                \n",
       "                MASSACHUSETTS&#8901;AVE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.33152148\">\n",
       "                \n",
       "                42.33152148\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07085307\">\n",
       "                \n",
       "                -71.07085307\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.33152148,&#8901;-71.07085307)\">\n",
       "                \n",
       "                (42.33152148,&#8901;-71.07085307)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070929\">\n",
       "                \n",
       "                I182070929\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03301\">\n",
       "                \n",
       "                03301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Verbal&#8901;Disputes\">\n",
       "                \n",
       "                Verbal&#8901;Disputes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VERBAL&#8901;DISPUTE\">\n",
       "                \n",
       "                VERBAL&#8901;DISPUTE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"364\">\n",
       "                \n",
       "                364\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;20:38:00\">\n",
       "                \n",
       "                2018-09-03&#8901;20:38:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LESLIE&#8901;ST\">\n",
       "                \n",
       "                LESLIE&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.29514664\">\n",
       "                \n",
       "                42.29514664\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.05860832\">\n",
       "                \n",
       "                -71.05860832\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.29514664,&#8901;-71.05860832)\">\n",
       "                \n",
       "                (42.29514664,&#8901;-71.05860832)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">8 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.cols.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.cols.replace_regex(\"OFFENSE_CODE_GROUP\", \"L\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>000VANDALISM000</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER OFFENSE_CODE    OFFENSE_CODE_GROUP   OFFENSE_DESCRIPTION  \\\n",
       "0      I182070945        00619               Larceny    LARCENY ALL OTHERS   \n",
       "1      I182070943        01402             Vandalism       000VANDALISM000   \n",
       "2      I182070941        03410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      I182070940        03114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      I182070938        03114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  DISTRICT REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR MONTH  \\\n",
       "0      D14            808      NaN  2018-09-02 13:00:00  2018     9   \n",
       "1      C11            347      NaN  2018-08-21 00:00:00  2018     8   \n",
       "2       D4            151      NaN  2018-09-03 19:27:00  2018     9   \n",
       "3       D4            272      NaN  2018-09-03 21:16:00  2018     9   \n",
       "4       B3            421      NaN  2018-09-03 21:05:00  2018     9   \n",
       "\n",
       "  DAY_OF_WEEK HOUR    UCR_PART       STREET          Lat          Long  \\\n",
       "0      Sunday   13    Part One   LINCOLN ST  42.35779134  -71.13937053   \n",
       "1     Tuesday    0    Part Two     HECLA ST  42.30682138  -71.06030035   \n",
       "2      Monday   19  Part Three  CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3      Monday   21  Part Three   NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4      Monday   21  Part Three     DELHI ST  42.27536542  -71.09036101   \n",
       "\n",
       "                      Location  \n",
       "0  (42.35779134, -71.13937053)  \n",
       "1  (42.30682138, -71.06030035)  \n",
       "2  (42.34658879, -71.07242943)  \n",
       "3  (42.33418175, -71.07866441)  \n",
       "4  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.pad(\"OFFENSE_DESCRIPTION\",15,side=\"both\",fillchar=\"0\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    arce\n",
       "1    anda\n",
       "2    owed\n",
       "3    nves\n",
       "4    nves\n",
       "Name: OFFENSE_CODE_GROUP, dtype: object"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"OFFENSE_CODE_GROUP\"].str[1:5].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "output_ordered_columns ['INCIDENT_NUMBER', 'OFFENSE_CODE', 'OFFENSE_CODE_GROUP', 'OFFENSE_DESCRIPTION', 'DISTRICT', 'REPORTING_AREA', 'SHOOTING', 'OCCURRED_ON_DATE', 'YEAR', 'MONTH', 'DAY_OF_WEEK', 'HOUR', 'UCR_PART', 'STREET', 'Lat', 'Long', 'Location']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>L</td>\n",
       "      <td>I182070945</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39880</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 17:25:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.33695098</td>\n",
       "      <td>-71.08574813</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39881</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>00111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39882</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39883</th>\n",
       "      <td>NaN</td>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-31 19:35:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.30233307</td>\n",
       "      <td>-71.11156487</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39884</th>\n",
       "      <td>NaN</td>\n",
       "      <td>142052550</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-06-22 00:12:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.33383935</td>\n",
       "      <td>-71.08029038</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>319073 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         0 INCIDENT_NUMBER OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
       "0        L      I182070945        00619               Larceny   \n",
       "1      NaN      I182070943        01402             Vandalism   \n",
       "2      NaN      I182070941        03410                 Towed   \n",
       "3      NaN      I182070940        03114  Investigate Property   \n",
       "4      NaN      I182070938        03114  Investigate Property   \n",
       "...    ...             ...          ...                   ...   \n",
       "39880  NaN   I050310906-00        03125       Warrant Arrests   \n",
       "39881  NaN   I030217815-08        00111              Homicide   \n",
       "39882  NaN   I030217815-08        03125       Warrant Arrests   \n",
       "39883  NaN   I010370257-00        03125       Warrant Arrests   \n",
       "39884  NaN       142052550        03125       Warrant Arrests   \n",
       "\n",
       "                       OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
       "0                       LARCENY ALL OTHERS      D14            808      NaN   \n",
       "1                                VANDALISM      C11            347      NaN   \n",
       "2                      TOWED MOTOR VEHICLE       D4            151      NaN   \n",
       "3                     INVESTIGATE PROPERTY       D4            272      NaN   \n",
       "4                     INVESTIGATE PROPERTY       B3            421      NaN   \n",
       "...                                    ...      ...            ...      ...   \n",
       "39880                       WARRANT ARREST       D4            285      NaN   \n",
       "39881  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18            520      NaN   \n",
       "39882                       WARRANT ARREST      E18            520      NaN   \n",
       "39883                       WARRANT ARREST      E13            569      NaN   \n",
       "39884                       WARRANT ARREST       D4            903      NaN   \n",
       "\n",
       "          OCCURRED_ON_DATE  YEAR MONTH DAY_OF_WEEK HOUR    UCR_PART  \\\n",
       "0      2018-09-02 13:00:00  2018     9      Sunday   13    Part One   \n",
       "1      2018-08-21 00:00:00  2018     8     Tuesday    0    Part Two   \n",
       "2      2018-09-03 19:27:00  2018     9      Monday   19  Part Three   \n",
       "3      2018-09-03 21:16:00  2018     9      Monday   21  Part Three   \n",
       "4      2018-09-03 21:05:00  2018     9      Monday   21  Part Three   \n",
       "...                    ...   ...   ...         ...  ...         ...   \n",
       "39880  2016-06-05 17:25:00  2016     6      Sunday   17  Part Three   \n",
       "39881  2015-07-09 13:38:00  2015     7    Thursday   13    Part One   \n",
       "39882  2015-07-09 13:38:00  2015     7    Thursday   13  Part Three   \n",
       "39883  2016-05-31 19:35:00  2016     5     Tuesday   19  Part Three   \n",
       "39884  2015-06-22 00:12:00  2015     6      Monday    0  Part Three   \n",
       "\n",
       "                  STREET          Lat          Long  \\\n",
       "0             LINCOLN ST  42.35779134  -71.13937053   \n",
       "1               HECLA ST  42.30682138  -71.06030035   \n",
       "2            CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3             NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4               DELHI ST  42.27536542  -71.09036101   \n",
       "...                  ...          ...           ...   \n",
       "39880        COVENTRY ST  42.33695098  -71.08574813   \n",
       "39881           RIVER ST  42.25592648  -71.12317207   \n",
       "39882           RIVER ST  42.25592648  -71.12317207   \n",
       "39883  NEW WASHINGTON ST  42.30233307  -71.11156487   \n",
       "39884      WASHINGTON ST  42.33383935  -71.08029038   \n",
       "\n",
       "                          Location  \n",
       "0      (42.35779134, -71.13937053)  \n",
       "1      (42.30682138, -71.06030035)  \n",
       "2      (42.34658879, -71.07242943)  \n",
       "3      (42.33418175, -71.07866441)  \n",
       "4      (42.27536542, -71.09036101)  \n",
       "...                            ...  \n",
       "39880  (42.33695098, -71.08574813)  \n",
       "39881  (42.25592648, -71.12317207)  \n",
       "39882  (42.25592648, -71.12317207)  \n",
       "39883  (42.30233307, -71.11156487)  \n",
       "39884  (42.33383935, -71.08029038)  \n",
       "\n",
       "[319073 rows x 18 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df[\"OFFENSE_CODE_GROUP\"].str.extract(\"(L)\").compute()\n",
    "\n",
    "df.cols.extract(\"OFFENSE_CODE_GROUP\", \"(L)\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'r' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-43-3dd685da4d24>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'r' is not defined"
     ]
    }
   ],
   "source": [
    "df.cols.append(r).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id',\n",
       " 'firstName',\n",
       " 'lastName',\n",
       " 'billingId',\n",
       " 'product',\n",
       " 'price',\n",
       " 'birth',\n",
       " 'dummyCol']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 997 µs\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'firstName': {'values': [{'value': 'Ullll', 'count': 4},\n",
       "   {'value': 'Ullllll', 'count': 2}],\n",
       "  'more': True,\n",
       "  'updated': 1603206510.6664248}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.pattern_counts(\"firstName\", 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df= pd.DataFrame(data={'col1': [\"http://www.google.com:8080?param1=param_name\"],\"col2\":[\"argenisleon@gmail.com\"]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                           col1         col2\n",
      "0  http://www.google.com:8080?param1=param_name  argenisleon\n",
      "                                           col1       col2\n",
      "0  http://www.google.com:8080?param1=param_name  gmail.com\n",
      "                                           col1   col2\n",
      "0  http://www.google.com:8080?param1=param_name  gmail\n"
     ]
    }
   ],
   "source": [
    "# df.cols.port(\"col1\")\n",
    "# df.cols.domain_scheme(\"col1\")\n",
    "# df.cols.host(\"col1\")\n",
    "\n",
    "# df.cols.domain_params(\"col1\")\n",
    "# df.cols.host(\"col1\")\n",
    "\n",
    "#Email funcions\n",
    "print(df.cols.email_user(\"col2\"))\n",
    "print(df.cols.email_domain(\"col2\"))\n",
    "print(df.cols.email_extension(\"col2\"))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-70-5fb6324d4692>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-70-5fb6324d4692>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    df.cols.select(\"meta_key__wp_s2member_custom\").cols.\u001b[0m\n\u001b[1;37m                                                        ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "df.cols.select(\"meta_key__wp_s2member_custom\").cols."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 5.91 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "for col_name in df.cols.names():\n",
    "    df[col_name].astype(str).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ParseResult(scheme='http', netloc='sub.stackoverflow.com:8080', path='/questions/1234567/blah-blah-blah-blah', params='', query='123=123&234=234', fragment='')\n"
     ]
    }
   ],
   "source": [
    "from urllib.parse import urlparse\n",
    "# from urlparse import urlparse  # Python 2\n",
    "parsed_uri = urlparse('http://sub.stackoverflow.com:8080/questions/1234567/blah-blah-blah-blah?123=123&234=234' )\n",
    "result = '{uri.scheme}://{uri.netloc}/'.format(uri=parsed_uri)\n",
    "print(parsed_uri)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 41.8 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'ID': {'patterns': {'values': [{'value': '#####', 'count': 2738},\n",
       "     {'value': '####', 'count': 1657},\n",
       "     {'value': '######', 'count': 1647},\n",
       "     {'value': '###', 'count': 159}],\n",
       "    'updated': 1603073291.0049632},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '9997', 'count': 1},\n",
       "     {'value': '125928', 'count': 1},\n",
       "     {'value': '125905', 'count': 1},\n",
       "     {'value': '125906', 'count': 1},\n",
       "     {'value': '125907', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'user_login': {'patterns': {'values': [{'value': 'lllllllll', 'count': 316},\n",
       "     {'value': 'llllllll', 'count': 313},\n",
       "     {'value': 'lllllll', 'count': 311},\n",
       "     {'value': 'llllllllll', 'count': 280},\n",
       "     {'value': 'lllllllllll', 'count': 261}],\n",
       "    'more': True,\n",
       "    'updated': 1603073294.3630424},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'zuriavvega', 'count': 1},\n",
       "     {'value': 'Vivi21', 'count': 1},\n",
       "     {'value': 'Veronicasol', 'count': 1},\n",
       "     {'value': 'VeronikaAmaya', 'count': 1},\n",
       "     {'value': 'Verounica', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'user_nicename': {'patterns': {'values': [{'value': 'lllllll', 'count': 508},\n",
       "     {'value': 'llllllll', 'count': 506},\n",
       "     {'value': 'lllllllll', 'count': 453},\n",
       "     {'value': 'llllll', 'count': 396},\n",
       "     {'value': 'llllllllll', 'count': 387}],\n",
       "    'more': True,\n",
       "    'updated': 1603073297.6715984},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'zuriavvega', 'count': 1},\n",
       "     {'value': 'flor-cecilia', 'count': 1},\n",
       "     {'value': 'fersedano', 'count': 1},\n",
       "     {'value': 'ferstefi', 'count': 1},\n",
       "     {'value': 'fertorneria', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'user_email': {'patterns': {'values': [{'value': 'lllllllllll@lllll.lll',\n",
       "      'count': 230},\n",
       "     {'value': 'llllllllllll@lllll.lll', 'count': 215},\n",
       "     {'value': 'llllllllll@lllll.lll', 'count': 196},\n",
       "     {'value': 'lllllllllllll@lllll.lll', 'count': 190},\n",
       "     {'value': 'lllllllll@lllll.lll', 'count': 182}],\n",
       "    'more': True,\n",
       "    'updated': 1603073302.4047518},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'email'},\n",
       "    'frequency': [{'value': 'zuriavega11@yahoo.com', 'count': 1},\n",
       "     {'value': 'estherncohen@yahoo.com', 'count': 1},\n",
       "     {'value': 'espaciolisto.peru@gmail.com', 'count': 1},\n",
       "     {'value': 'espiritualidadgloval@gmail.com', 'count': 1},\n",
       "     {'value': 'estefania.becerraz@gmail.com', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'email'}},\n",
       "  'user_url': {'patterns': {'values': [], 'updated': 1603073305.8370538},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'user_registered': {'patterns': {'values': [],\n",
       "    'updated': 1603073308.8844736},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date', 'format': '%Y-%m-%d %H:%M:%S'},\n",
       "    'frequency': [{'value': '2020-09-16 15:28:51', 'count': 1},\n",
       "     {'value': '2018-03-13 14:12:29', 'count': 1},\n",
       "     {'value': '2018-03-02 21:20:18', 'count': 1},\n",
       "     {'value': '2018-03-02 21:22:49', 'count': 1},\n",
       "     {'value': '2018-03-02 22:03:05', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date', 'format': '%Y-%m-%d %H:%M:%S'}},\n",
       "  'user_activation_key': {'patterns': {'values': [{'value': 'lll',\n",
       "      'count': 5289},\n",
       "     {'value': '##########:$U$UUUll##ll#UUUUUUUUlU#U.UllUlll#', 'count': 1},\n",
       "     {'value': '##########:$U$UUUlUlllUl#U/l.UllU.llllllUUUU.', 'count': 1},\n",
       "     {'value': '##########:$U$UUUlUllUUUU#UlUll#lUUUUll#UlUl/', 'count': 1},\n",
       "     {'value': '##########:$U$UUUlUllU..UUlUUUllUlllUUlUU#l##', 'count': 1}],\n",
       "    'more': True,\n",
       "    'updated': 1603073312.3147514},\n",
       "   'stats': {'match': 924,\n",
       "    'missing': 5289,\n",
       "    'mismatch': 5289,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5289},\n",
       "     {'value': '1567028512:$P$B8fxVPdCiYNOec7NRYYKDRZNJo5USy0', 'count': 1},\n",
       "     {'value': '1566873569:$P$BWzgfl5UzWiXtstQBo4OZo1L18gmiX.', 'count': 1},\n",
       "     {'value': '1566864028:$P$BnrO9Hh3Jl3D8b30rks1FqxubHrpF51', 'count': 1},\n",
       "     {'value': '1566833065:$P$B6WXCwt04ryx3QrvraUuuGyBL6Iv.90', 'count': 1}],\n",
       "    'count_uniques': 925},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'user_status': {'patterns': {'values': [], 'updated': 1603073315.464049},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '0', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'display_name': {'patterns': {'values': [{'value': 'Ulllll Ulllll',\n",
       "      'count': 223},\n",
       "     {'value': 'Ullllll Ullllll', 'count': 220},\n",
       "     {'value': 'Ulllll Ullllll', 'count': 199},\n",
       "     {'value': 'Ullllll Ulllll', 'count': 185},\n",
       "     {'value': 'Ullll Ullllll', 'count': 170}],\n",
       "    'more': True,\n",
       "    'updated': 1603073318.638414},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Daniela Salazar', 'count': 3},\n",
       "     {'value': 'Natalia', 'count': 3},\n",
       "     {'value': 'Christine Berrios', 'count': 2},\n",
       "     {'value': 'Fabiola Cáceres Quiroga', 'count': 2},\n",
       "     {'value': 'Sandra Vasquez', 'count': 2}],\n",
       "    'count_uniques': 6115},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'role': {'patterns': {'values': [{'value': 'l#llllll_lllll#', 'count': 5392},\n",
       "     {'value': 'llllllllll', 'count': 820}],\n",
       "    'updated': 1603073321.6246245},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 's2member_level4', 'count': 5392},\n",
       "     {'value': 'subscriber', 'count': 820},\n",
       "     {'value': 'administrator', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'ccaps': {'patterns': {'values': [], 'updated': 1603073324.6873155},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__first_name': {'patterns': {'values': [{'value': 'Ulllll',\n",
       "      'count': 1029},\n",
       "     {'value': 'Ullllll', 'count': 991},\n",
       "     {'value': 'Ullll', 'count': 950},\n",
       "     {'value': 'Ulllllll', 'count': 580},\n",
       "     {'value': 'Ulll', 'count': 312}],\n",
       "    'more': True,\n",
       "    'updated': 1603073328.3634589},\n",
       "   'stats': {'match': 6211,\n",
       "    'missing': 2,\n",
       "    'mismatch': 2,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'Ana', 'count': 83},\n",
       "     {'value': 'Carolina', 'count': 80},\n",
       "     {'value': 'Maria', 'count': 76},\n",
       "     {'value': 'Alejandra', 'count': 63},\n",
       "     {'value': 'Andrea', 'count': 62}],\n",
       "    'count_uniques': 2543},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__last_name': {'patterns': {'values': [{'value': 'Ulllll',\n",
       "      'count': 941},\n",
       "     {'value': 'Ullllll', 'count': 904},\n",
       "     {'value': 'Ullll', 'count': 694},\n",
       "     {'value': 'Ulllllll', 'count': 609},\n",
       "     {'value': 'Ullllllll', 'count': 371}],\n",
       "    'more': True,\n",
       "    'updated': 1603073331.663825},\n",
       "   'stats': {'match': 6027,\n",
       "    'missing': 186,\n",
       "    'mismatch': 186,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 186},\n",
       "     {'value': 'Gonzalez', 'count': 57},\n",
       "     {'value': 'Rodriguez', 'count': 41},\n",
       "     {'value': 'Martinez', 'count': 39},\n",
       "     {'value': 'Garcia', 'count': 33}],\n",
       "    'count_uniques': 3993},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__nickname': {'patterns': {'values': [{'value': 'lllllllll',\n",
       "      'count': 316},\n",
       "     {'value': 'llllllll', 'count': 313},\n",
       "     {'value': 'lllllll', 'count': 312},\n",
       "     {'value': 'llllllllll', 'count': 280},\n",
       "     {'value': 'lllllllllll', 'count': 261}],\n",
       "    'more': True,\n",
       "    'updated': 1603073335.505216},\n",
       "   'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'zuriavvega', 'count': 1},\n",
       "     {'value': 'Viviana Beatriz Sportelli', 'count': 1},\n",
       "     {'value': 'Verounica', 'count': 1},\n",
       "     {'value': 'Vesta1', 'count': 1},\n",
       "     {'value': 'Vi', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__description': {'patterns': {'values': [{'value': 'lll',\n",
       "      'count': 6211},\n",
       "     {'value': 'Ull lllllllll, llll ll Ulllll Ullll. Ull llllllllll ll Ullllllll, llllll llllllllll lllll ll lllll l lllllll Ulllllllll. Ull llllll l ll llllllllll.',\n",
       "      'count': 1}],\n",
       "    'updated': 1603073338.8230784},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6211,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6211},\n",
       "     {'value': \"♀ Happy World Citizen ♥ #AlphaFemale Arquitecta♥ we're all made of stars..*-* Amar,Viajar,Conocer,Aprender,Soñar &amp; Evolucionar ♥ #Wanderlust∞\",\n",
       "      'count': 1},\n",
       "     {'value': 'Soy argentina, vivo en Buenos Aires. Soy licenciada en Marketing, diseño accesorios tengo mi marca y estudio Astrología. Amo viajar y la fotografia.',\n",
       "      'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__rich_editing': {'patterns': {'values': [{'value': 'llll',\n",
       "      'count': 6212}],\n",
       "    'updated': 1603073342.1639295},\n",
       "   'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'boolean'},\n",
       "    'frequency': [{'value': 'true', 'count': 6212},\n",
       "     {'value': 'nan', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'boolean'}},\n",
       "  'meta_key__comment_shortcuts': {'patterns': {'values': [{'value': 'lllll',\n",
       "      'count': 6212}],\n",
       "    'updated': 1603073347.3704548},\n",
       "   'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'boolean'},\n",
       "    'frequency': [{'value': 'false', 'count': 6212},\n",
       "     {'value': 'nan', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'boolean'}},\n",
       "  'meta_key__admin_color': {'patterns': {'values': [{'value': 'lllll',\n",
       "      'count': 6202},\n",
       "     {'value': 'lllllllll', 'count': 7},\n",
       "     {'value': 'lllllll', 'count': 2},\n",
       "     {'value': 'llllll', 'count': 1}],\n",
       "    'updated': 1603073352.8033557},\n",
       "   'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'fresh', 'count': 6202},\n",
       "     {'value': 'ectoplasm', 'count': 7},\n",
       "     {'value': 'sunrise', 'count': 2},\n",
       "     {'value': 'nan', 'count': 1},\n",
       "     {'value': 'coffee', 'count': 1}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__use_ssl': {'patterns': {'values': [{'value': '#', 'count': 6212}],\n",
       "    'updated': 1603073358.2343516},\n",
       "   'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '0', 'count': 6212}, {'value': 'nan', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__show_admin_bar_front': {'patterns': {'values': [{'value': 'llll',\n",
       "      'count': 6212}],\n",
       "    'updated': 1603073364.4061916},\n",
       "   'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'boolean'},\n",
       "    'frequency': [{'value': 'true', 'count': 6212},\n",
       "     {'value': 'nan', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'boolean'}},\n",
       "  'meta_key__wp_capabilities': {'patterns': {'values': [{'value': '{\"l#llllll_lllll#\":llll}',\n",
       "      'count': 5392},\n",
       "     {'value': '{\"llllllllll\":llll}', 'count': 820}],\n",
       "    'updated': 1603073369.3421445},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': '{\"s2member_level4\":true}', 'count': 5392},\n",
       "     {'value': '{\"subscriber\":true}', 'count': 820},\n",
       "     {'value': '{\"administrator\":\"1\"}', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_user_level': {'patterns': {'values': [{'value': '#',\n",
       "      'count': 6212}],\n",
       "    'updated': 1603073374.4745276},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '0', 'count': 6212}, {'value': '10', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__dismissed_wp_pointers': {'patterns': {'values': [{'value': 'lll',\n",
       "      'count': 5671},\n",
       "     {'value': 'll###_lllll,ll###_lllllllll,ll###_lllll,ll###_lllllll',\n",
       "      'count': 529},\n",
       "     {'value': 'll###_lllllll,ll###_llllll_lllllll,ll###_llllll_lllll_llll_lllllll,ll###_lllllllll_lllllll_lllll_llll,ll###_lllll,ll###_lllllllll,ll###_lllll',\n",
       "      'count': 11},\n",
       "     {'value': 'lllll_llllll_llllll', 'count': 1}],\n",
       "    'updated': 1603073379.9189365},\n",
       "   'stats': {'match': 542,\n",
       "    'missing': 5671,\n",
       "    'mismatch': 5671,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5671},\n",
       "     {'value': 'wp350_media,wp360_revisions,wp360_locks,wp390_widgets',\n",
       "      'count': 529},\n",
       "     {'value': 'wp330_toolbar,wp330_saving_widgets,wp340_choose_image_from_library,wp340_customize_current_theme_link,wp350_media,wp360_revisions,wp360_locks',\n",
       "      'count': 11},\n",
       "     {'value': 'wp330_toolbar,wp330_saving_widgets,wp340_choose_image_from_library,wp340_customize_current_theme_link,wp350_media',\n",
       "      'count': 1},\n",
       "     {'value': 'theme_editor_notice', 'count': 1}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_dashboard_quick_press_last_post_id': {'patterns': {'values': [{'value': 'lll',\n",
       "      'count': 6210}],\n",
       "    'updated': 1603073384.6416657},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6210,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6210},\n",
       "     {'value': '629386', 'count': 1},\n",
       "     {'value': '304192', 'count': 1},\n",
       "     {'value': '100202', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_user-settings': {'patterns': {'values': [{'value': 'lll',\n",
       "      'count': 6210},\n",
       "     {'value': 'llllll=lllllll&lllll_llll_llll=llll', 'count': 1},\n",
       "     {'value': 'lllll=l', 'count': 1}],\n",
       "    'updated': 1603073389.9937544},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6210,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
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       "     {'value': 'mfold=f', 'count': 1},\n",
       "     {'value': 'm0=o&m1=c&m2=c&m3=c&m4=c&m5=c&m6=c&m7=o&m8=c&imgsize=full&align=left&hidetb=1&editor=tinymce&m9=c&m10=c&m11=c&urlbutton=file&galcols=4&galord=rand&galfile=1&m12=o&m13=o',\n",
       "      'count': 1},\n",
       "     {'value': 'editor=tinymce&posts_list_mode=list', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_user-settings-time': {'patterns': {'values': [{'value': 'lll',\n",
       "      'count': 6210}],\n",
       "    'updated': 1603073395.4662454},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6210,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6210},\n",
       "     {'value': '1594420034', 'count': 1},\n",
       "     {'value': '1431825623', 'count': 1},\n",
       "     {'value': '1414349454', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_options': {'patterns': {'values': [],\n",
       "    'updated': 1603073400.3782766},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_check_when': {'patterns': {'values': [],\n",
       "    'updated': 1603073406.4724233},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_guess_lang': {'patterns': {'values': [],\n",
       "    'updated': 1603073411.8218627},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_ignored_phrases': {'patterns': {'values': [],\n",
       "    'updated': 1603073416.688197},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__aim': {'patterns': {'values': [], 'updated': 1603073421.9796145},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__yim': {'patterns': {'values': [], 'updated': 1603073427.594652},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__jabber': {'patterns': {'values': [],\n",
       "    'updated': 1603073432.3557253},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__nav_menu_recently_edited': {'patterns': {'values': [],\n",
       "    'updated': 1603073437.615151},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__managenav-menuscolumnshidden': {'patterns': {'values': [],\n",
       "    'updated': 1603073442.9875543},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_nav-menus': {'patterns': {'values': [],\n",
       "    'updated': 1603073448.080648},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_post': {'patterns': {'values': [],\n",
       "    'updated': 1603073452.8688612},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_post': {'patterns': {'values': [],\n",
       "    'updated': 1603073458.114342},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__pmpro_logins': {'patterns': {'values': [],\n",
       "    'updated': 1603073463.6717796},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__pmpro_visits': {'patterns': {'values': [],\n",
       "    'updated': 1603073468.7133589},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__pmpro_views': {'patterns': {'values': [],\n",
       "    'updated': 1603073474.0877454},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_last_login_time': {'patterns': {'values': [],\n",
       "    'updated': 1603073479.4672515},\n",
       "   'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date',\n",
       "     'format': '%a %b %d %Y %H:%M:%S %Z-%Y'},\n",
       "    'frequency': [{'value': 'Wed Dec 31 1969 20:00:00 GMT-0400', 'count': 39},\n",
       "     {'value': 'Wed Sep 16 2020 10:35:53 GMT-0400', 'count': 3},\n",
       "     {'value': 'Wed Sep 16 2020 06:47:54 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 21:58:50 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sun Sep 06 2020 12:50:22 GMT-0400', 'count': 2}],\n",
       "    'count_uniques': 6154},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date',\n",
       "    'format': '%a %b %d %Y %H:%M:%S %Z-%Y'}},\n",
       "  'meta_key__wp_s2member_registration_ip': {'patterns': {'values': [{'value': '###.###.###.###',\n",
       "      'count': 779},\n",
       "     {'value': '###.###.###.##', 'count': 543},\n",
       "     {'value': '###.###.##.###', 'count': 510},\n",
       "     {'value': '###.##.###.###', 'count': 380},\n",
       "     {'value': '###.#.#.#', 'count': 316}],\n",
       "    'more': True,\n",
       "    'updated': 1603073485.2866292},\n",
       "   'stats': {'match': 5326,\n",
       "    'missing': 25,\n",
       "    'mismatch': 887,\n",
       "    'profiler_dtype': {'dtype': 'ip'},\n",
       "    'frequency': [{'value': '127.0.0.1', 'count': 316},\n",
       "     {'value': 'nan', 'count': 25},\n",
       "     {'value': '190.217.4.106', 'count': 25},\n",
       "     {'value': '190.52.103.22', 'count': 9},\n",
       "     {'value': '190.74.63.14', 'count': 4}],\n",
       "    'count_uniques': 5809},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'ip'}},\n",
       "  'meta_key__wp_s2member_login_counter': {'patterns': {'values': [{'value': '###',\n",
       "      'count': 3141},\n",
       "     {'value': '##', 'count': 1815},\n",
       "     {'value': '####', 'count': 678},\n",
       "     {'value': '#', 'count': 540}],\n",
       "    'updated': 1603073492.2126935},\n",
       "   'stats': {'match': 6174,\n",
       "    'missing': 39,\n",
       "    'mismatch': 39,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '4', 'count': 70},\n",
       "     {'value': '2', 'count': 67},\n",
       "     {'value': '5', 'count': 67},\n",
       "     {'value': '3', 'count': 65},\n",
       "     {'value': '1', 'count': 58}],\n",
       "    'count_uniques': 1426},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__wp_s2member_paid_registration_times': {'patterns': {'values': [{'value': '{\"lllll\":##########,\"lllll#\":##########}',\n",
       "      'count': 6191},\n",
       "     {'value': '{\"lllll\":##########,\"lllll#\":##########,\"lllll#\":##########}',\n",
       "      'count': 20},\n",
       "     {'value': '{\"lllll\":##########,\"lllll#\":##########,\"lllll#\":##########,\"lllll#\":##########}',\n",
       "      'count': 1}],\n",
       "    'updated': 1603073501.97576},\n",
       "   'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': '{\"level\":1600270132,\"level4\":1600270132}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"level\":1520950350,\"level4\":1520950350}', 'count': 1},\n",
       "     {'value': '{\"level\":1520025618,\"level4\":1520025618}', 'count': 1},\n",
       "     {'value': '{\"level\":1520025769,\"level4\":1520025769}', 'count': 1},\n",
       "     {'value': '{\"level\":1520028186,\"level4\":1520028186}', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__default_password_nag': {'patterns': {'values': [{'value': 'lll',\n",
       "      'count': 3298}],\n",
       "    'updated': 1603073507.4819012},\n",
       "   'stats': {'match': 2915,\n",
       "    'missing': 3298,\n",
       "    'mismatch': 3298,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': 'nan', 'count': 3298},\n",
       "     {'value': '1', 'count': 2915}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__wp_s2member_subscr_gateway': {'patterns': {'values': [{'value': 'llllll',\n",
       "      'count': 4432}],\n",
       "    'updated': 1603073513.9761658},\n",
       "   'stats': {'match': 4432,\n",
       "    'missing': 1781,\n",
       "    'mismatch': 1781,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'paypal', 'count': 4431},\n",
       "     {'value': 'nan', 'count': 1781},\n",
       "     {'value': 'alipay', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_subscr_id': {'stats': {'match': 4407,\n",
       "    'missing': 1806,\n",
       "    'mismatch': 1806,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 1806},\n",
       "     {'value': 'I-VP2N1UM9KXCC', 'count': 2},\n",
       "     {'value': 'I-EVJEJSHH22WN', 'count': 2},\n",
       "     {'value': 'I-NJPP0XAG56RR', 'count': 2},\n",
       "     {'value': 'I-W1HJ3D0AT4WY', 'count': 2}],\n",
       "    'count_uniques': 4340},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_custom': {'stats': {'match': 4808,\n",
       "    'missing': 1405,\n",
       "    'mismatch': 1405,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'miastral.com', 'count': 4807},\n",
       "     {'value': 'nan', 'count': 1405},\n",
       "     {'value': 'I-X4ARTSV63XHC', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_ipn_signup_vars': {'stats': {'match': 3382,\n",
       "    'missing': 2831,\n",
       "    'mismatch': 2831,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 2831},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-930VS9JFRT2P\",\"last_name\":\"SOUSA FERNANDEZ\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"191.102.213.6\",\"residence_country\":\"ES\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"AEda9Wlg9q3NB1fyoYzQyr9eQ4oNANjCFmPdFxhaD-3WLg9yh8Z6z7v1\",\"payer_status\":\"unverified\",\"payer_email\":\"anita500023@gmail.com\",\"first_name\":\"ANA\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"QDDGLKE4YA6A2\",\"option_name1\":\"Originating Domain\",\"invoice\":\"58e8d65838859~191.102.213.6\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"05:35:53 Apr 08, 2017 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.8\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"eb7633f6d58c8\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-930VS9JFRT2P\",\"subscr_cid\":\"I-930VS9JFRT2P\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"191.102.213.6\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9CL0GRFTTVUM\",\"last_name\":\"Santib\\\\u00e1\\\\u00f1ez\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"190.9.193.141\",\"residence_country\":\"CL\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Semestral)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"150.00\",\"recurring\":\"150.00\",\"verify_sign\":\"Ajwwvl34g6pOX0UATgHub7v4FAUOArpmanRHVhF4qKUnHE-uzuSxGbeg\",\"payer_status\":\"verified\",\"payer_email\":\"reservas@hostelvermont.cl\",\"first_name\":\"Sirce\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"option_name1\":\"Originating Domain\",\"payer_id\":\"ABBSMT3EZFKEG\",\"invoice\":\"5cdb0ea690648~190.9.193.141\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"payer_business_name\":\"Hostel Vermont\",\"subscr_date\":\"12:45:17 May 14, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"6 M\",\"mc_amount3\":\"150.00\",\"ipn_track_id\":\"6449bdc9b994\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9CL0GRFTTVUM\",\"subscr_cid\":\"I-9CL0GRFTTVUM\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"190.9.193.141\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"150.00\",\"regular\":\"150.00\",\"regular_term\":\"6 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9BS36TMTPPXU\",\"last_name\":\"D\\\\u00edaz Olaya\",\"option_selection1\":\"I-TDLR8L17YC8T\",\"option_selection2\":\"191.156.37.88\",\"residence_country\":\"CO\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"A8E3lOD4wpX-h.5dshRY00oyMYuoAp5.PRxbDjBUXp1k.Kq8RiPo.nUp\",\"payer_status\":\"unverified\",\"payer_email\":\"Daydiaz@hotmail.com\",\"first_name\":\"Dayla\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"M95DAYHLVHY5S\",\"option_name1\":\"Referencing Customer ID\",\"invoice\":\"5d2bc69765bdc~191.156.37.88\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"17:22:48 Jul 14, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"7e04bdd8d27c0\",\"option_selection\":\"I-TDLR8L17YC8T\",\"amount\":\"30.00\",\"option_name\":\"Referencing Customer ID\",\"period\":\"1 M\",\"mc_amount\":\"30.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9BS36TMTPPXU\",\"subscr_cid\":\"I-9BS36TMTPPXU\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"191.156.37.88\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9B5MVKD4R8JY\",\"last_name\":\"Galliorio Coppa\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"181.228.211.20\",\"residence_country\":\"CL\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"A25m.Wm1.iANmZslxFC1YrnkukJsASmEYlrO8LghOmRrY2GOudnsJhpY\",\"payer_status\":\"verified\",\"payer_email\":\"gia.galliorio@gmail.com\",\"first_name\":\"Gianinna\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"BQT463BQ4266W\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5cca63d3306ef~181.228.211.20\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"20:55:10 May 01, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"927e0e7b1c771\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9B5MVKD4R8JY\",\"subscr_cid\":\"I-9B5MVKD4R8JY\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"181.228.211.20\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1}],\n",
       "    'count_uniques': 3383},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_first_payment_txn_id': {'stats': {'match': 3873,\n",
       "    'missing': 2340,\n",
       "    'mismatch': 2340,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 2340},\n",
       "     {'value': '36473743AJ357701D', 'count': 1},\n",
       "     {'value': '38774104P0690082F', 'count': 1},\n",
       "     {'value': '38623693NX436920U', 'count': 1},\n",
       "     {'value': '38585468EC6321727', 'count': 1}],\n",
       "    'count_uniques': 3874},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_last_payment_time': {'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date',\n",
       "     'format': '%a %b %d %Y %H:%M:%S %Z-%Y'},\n",
       "    'frequency': [{'value': 'Wed Dec 31 1969 20:00:00 GMT-0400',\n",
       "      'count': 2340},\n",
       "     {'value': 'Mon Aug 24 2020 06:15:21 GMT-0400', 'count': 2},\n",
       "     {'value': 'Mon Aug 31 2020 09:08:06 GMT-0400', 'count': 2},\n",
       "     {'value': 'Fri Sep 04 2020 06:12:54 GMT-0400', 'count': 2},\n",
       "     {'value': 'Thu Aug 20 2020 06:20:40 GMT-0400', 'count': 2}],\n",
       "    'count_uniques': 3858},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date',\n",
       "    'format': '%a %b %d %Y %H:%M:%S %Z-%Y'}},\n",
       "  'meta_key__meta-box-order_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_notes': {'stats': {'match': 3409,\n",
       "    'missing': 2804,\n",
       "    'mismatch': 2804,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 2804},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 03 de Septiembre del 2020',\n",
       "      'count': 4},\n",
       "     {'value': 'Arg. semestral', 'count': 4},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 26 de agosto del 2020',\n",
       "      'count': 3},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 11 de septiembre del 2020',\n",
       "      'count': 3}],\n",
       "    'count_uniques': 3384},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_auto_eot_time': {'stats': {'match': 6213,\n",
       "    'missing': 6055,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6055},\n",
       "     {'value': '1603276142', 'count': 1},\n",
       "     {'value': '1603994549', 'count': 1},\n",
       "     {'value': '1603965933', 'count': 1},\n",
       "     {'value': '1603965721', 'count': 1}],\n",
       "    'count_uniques': 159},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___yoast_wpseo_profile_updated': {'stats': {'match': 4684,\n",
       "    'missing': 1529,\n",
       "    'mismatch': 1529,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': 'nan', 'count': 1529},\n",
       "     {'value': '1566241932', 'count': 1},\n",
       "     {'value': '1565872035', 'count': 1},\n",
       "     {'value': '1565875229', 'count': 1},\n",
       "     {'value': '1565882193', 'count': 1}],\n",
       "    'count_uniques': 4685},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__wpseo_title': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_metadesc': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_metakey': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__googleplus': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__twitter': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__facebook': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_post': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_post': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__manageedit-postcolumnshidden': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__easycontactforms_stat_pointer': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_capability_times': {'stats': {'match': 919,\n",
       "    'missing': 5294,\n",
       "    'mismatch': 5294,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5294},\n",
       "     {'value': 'a:1:{i:1475084610;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474815352;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474773739;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474629264;s:15:\"s2member_level4\";}', 'count': 1}],\n",
       "    'count_uniques': 920},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_subscr_baid': {'stats': {'match': 1149,\n",
       "    'missing': 5064,\n",
       "    'mismatch': 5064,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5064},\n",
       "     {'value': 'I-BGKLNBHFFEU1', 'count': 1},\n",
       "     {'value': 'I-B421J984LRUF', 'count': 1},\n",
       "     {'value': 'I-B6XUW9MWD00D', 'count': 1},\n",
       "     {'value': 'I-B8112GJR38T3', 'count': 1}],\n",
       "    'count_uniques': 1150},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__closedpostboxes_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
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       "  'meta_key__billing_country': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_first_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_last_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_company': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_address_1': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_address_2': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_city': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_state': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_postcode': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_email': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_phone': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_country': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_first_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_last_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_company': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_address_1': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_address_2': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_city': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_state': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_postcode': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__user_title': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__linkedin': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__digg': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__flickr': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__stumbleupon': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__youtube': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__yelp': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__reddit': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__delicious': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_spucpt': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_spucpt': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__default_category_id_for_user': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___edd_nginx_redirect_dismissed': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_download': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_download': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___edd_pending_verification': {'stats': {'match': 6213,\n",
       "    'missing': 5571,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5571},\n",
       "     {'value': '1', 'count': 642}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__ecae_premium_ignore_count_notice': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__ecae_premium_ignore_notice': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__ecae_premium_ignore_count_notice_total': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_ignore_tour': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_noindex_author': {'stats': {'match': 6213,\n",
       "    'missing': 6212,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6212},\n",
       "     {'value': 'on', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_seen_about_version': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__amt_twitter_author_username': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__amt_facebook_author_profile_url': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__amt_googleplus_author_profile_url': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__locale': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_access_cap_times': {'stats': {'match': 5597,\n",
       "    'missing': 616,\n",
       "    'mismatch': 616,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 616},\n",
       "     {'value': '{\"1536187229.0001\":\"level0\",\"1536187229.0002\":\"level1\",\"1536187229.0003\":\"level2\",\"1536187229.0004\":\"level3\",\"1536187229.0005\":\"level4\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"1536076930.0001\":\"level0\",\"1536076930.0002\":\"level1\",\"1536076930.0003\":\"level2\",\"1536076930.0004\":\"level3\",\"1536076930.0005\":\"level4\",\"1538751042.0001\":\"-level1\",\"1538751042.0002\":\"-level2\",\"1538751042.0003\":\"-level3\",\"1538751042.0004\":\"-level4\",\"1546029094.0001\":\"level1\",\"1546029094.0002\":\"level2\",\"1546029094.0003\":\"level3\",\"1546029094.0004\":\"level4\",\"1548765567.0001\":\"-level1\",\"1548765567.0002\":\"-level2\",\"1548765567.0003\":\"-level3\",\"1548765567.0004\":\"-level4\",\"1555531103.0001\":\"level1\",\"1555531103.0002\":\"level2\",\"1555531103.0003\":\"level3\",\"1555531103.0004\":\"level4\",\"1558355783.0001\":\"-level1\",\"1558355783.0002\":\"-level2\",\"1558355783.0003\":\"-level3\",\"1558355783.0004\":\"-level4\",\"1563906490.0001\":\"level1\",\"1563906490.0002\":\"level2\",\"1563906490.0003\":\"level3\",\"1563906490.0004\":\"level4\",\"1566830350.0001\":\"-level1\",\"1566830350.0002\":\"-level2\",\"1566830350.0003\":\"-level3\",\"1566830350.0004\":\"-level4\",\"1574194246.0001\":\"level1\",\"1574194246.0002\":\"level2\",\"1574194246.0003\":\"level3\",\"1574194246.0004\":\"level4\",\"1576883243.0001\":\"-level1\",\"1576883243.0002\":\"-level2\",\"1576883243.0003\":\"-level3\",\"1576883243.0004\":\"-level4\",\"1580157283.0001\":\"level1\",\"1580157283.0002\":\"level2\",\"1580157283.0003\":\"level3\",\"1580157283.0004\":\"level4\",\"1582923595.0001\":\"-level1\",\"1582923595.0002\":\"-level2\",\"1582923595.0003\":\"-level3\",\"1582923595.0004\":\"-level4\",\"1585954257.0001\":\"level1\",\"1585954257.0002\":\"level2\",\"1585954257.0003\":\"level3\",\"1585954257.0004\":\"level4\",\"1588718925.0001\":\"-level1\",\"1588718925.0002\":\"-level2\",\"1588718925.0003\":\"-level3\",\"1588718925.0004\":\"-level4\",\"1594676025.0001\":\"level1\",\"1594676025.0002\":\"level2\",\"1594676025.0003\":\"level3\",\"1594676025.0004\":\"level4\",\"1597421798.0001\":\"-level1\",\"1597421798.0002\":\"-level2\",\"1597421798.0003\":\"-level3\",\"1597421798.0004\":\"-level4\",\"1597708324.0001\":\"level1\",\"1597708324.0002\":\"level2\",\"1597708324.0003\":\"level3\",\"1597708324.0004\":\"level4\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"1536078479.0001\":\"level0\",\"1536078479.0002\":\"level1\",\"1536078479.0003\":\"level2\",\"1536078479.0004\":\"level3\",\"1536078479.0005\":\"level4\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"1536086201.0001\":\"level0\",\"1536086201.0002\":\"level1\",\"1536086201.0003\":\"level2\",\"1536086201.0004\":\"level3\",\"1536086201.0005\":\"level4\",\"1600091291.0001\":\"-level1\",\"1600091291.0002\":\"-level2\",\"1600091291.0003\":\"-level3\",\"1600091291.0004\":\"-level4\",\"1600191412.0001\":\"level1\",\"1600191412.0002\":\"level2\",\"1600191412.0003\":\"level3\",\"1600191412.0004\":\"level4\"}',\n",
       "      'count': 1}],\n",
       "    'count_uniques': 5598},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_last_auto_eot_time': {'stats': {'match': 2490,\n",
       "    'missing': 3723,\n",
       "    'mismatch': 3723,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
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       "    'count_uniques': 2491},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__manageedit-shop_ordercolumnshidden': {'stats': {'match': 6213,\n",
       "    'missing': 6208,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6208},\n",
       "     {'value': 'a:1:{i:0;s:15:\"billing_address\";}', 'count': 5}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_subscr_cid': {'stats': {'match': 1149,\n",
       "    'missing': 5064,\n",
       "    'mismatch': 5064,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5064},\n",
       "     {'value': 'I-BGKLNBHFFEU1', 'count': 1},\n",
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       "     {'value': 'I-B6XUW9MWD00D', 'count': 1},\n",
       "     {'value': 'I-B8112GJR38T3', 'count': 1}],\n",
       "    'count_uniques': 1150},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key___woocommerce_persistent_cart': {'stats': {'match': 6213,\n",
       "    'missing': 6199,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6199},\n",
       "     {'value': 'a:1:{s:4:\"cart\";a:0:{}}', 'count': 14}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__last_update': {'stats': {'match': 6213,\n",
       "    'missing': 6207,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
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       "    'count_uniques': 7},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_coupon_codes': {'stats': {'match': 951,\n",
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       "    'mismatch': 5262,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
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       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_reminders_enable': {'stats': {'match': 951,\n",
       "    'missing': 5262,\n",
       "    'mismatch': 5262,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
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       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__as3cfpro-dismiss-licence-notice': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__edit_page_per_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_content_analysis_disable': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_keyword_analysis_disable': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_surl': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_surl': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__edit_download_per_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__edit_post_per_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_acf-field-group': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_acf-field-group': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_surl': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_surl': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_popupbuilder': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_popupbuilder': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_popupbuilder': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_popupbuilder': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__community-events-location': {'stats': {'match': 6213,\n",
       "    'missing': 6212,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6212},\n",
       "     {'value': 'a:1:{s:2:\"ip\";s:21:\"2600:6c51:7d7f:f8e7::\";}', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__as3cf_dismissed_notices': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__syntax_highlighting': {'stats': {'match': 4082,\n",
       "    'missing': 2131,\n",
       "    'mismatch': 2131,\n",
       "    'profiler_dtype': {'dtype': 'boolean'},\n",
       "    'frequency': [{'value': 'true', 'count': 4082},\n",
       "     {'value': 'nan', 'count': 2131}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'boolean'}},\n",
       "  'meta_key__instagram': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__myspace': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__pinterest': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__soundcloud': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tumblr': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wikipedia': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___edd_user_address': {'stats': {'match': 6213,\n",
       "    'missing': 5836,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5836},\n",
       "     {'value': 'a:0:{}', 'count': 377}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_wbcr-snippets': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_wbcr-snippets': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__q_eud_exports': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_user': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_created': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_expire': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_token': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__show_welcome_panel': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_do_not_ask_again': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_do_not_ask_again_time': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_last_login': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_login_count': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_table_pixie_options': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_yoast_notifications': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_review_done': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_review_done_time': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___aal_elementor_install_notice': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__jetpack_tracks_anon_id': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__jetpack_tracks_wpcom_id': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}}},\n",
       " 'name': None,\n",
       " 'file_name': 'data/users-data(1)(1).csv',\n",
       " 'summary': {'cols_count': 183,\n",
       "  'rows_count': 6213,\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.ext.profile(\"*\", 5, flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>user_login</th>\n",
       "      <th>user_nicename</th>\n",
       "      <th>user_email</th>\n",
       "      <th>user_url</th>\n",
       "      <th>user_registered</th>\n",
       "      <th>user_activation_key</th>\n",
       "      <th>user_status</th>\n",
       "      <th>display_name</th>\n",
       "      <th>role</th>\n",
       "      <th>ccaps</th>\n",
       "      <th>meta_key__first_name</th>\n",
       "      <th>meta_key__last_name</th>\n",
       "      <th>meta_key__nickname</th>\n",
       "      <th>meta_key__description</th>\n",
       "      <th>meta_key__rich_editing</th>\n",
       "      <th>meta_key__comment_shortcuts</th>\n",
       "      <th>meta_key__admin_color</th>\n",
       "      <th>meta_key__use_ssl</th>\n",
       "      <th>meta_key__show_admin_bar_front</th>\n",
       "      <th>meta_key__wp_capabilities</th>\n",
       "      <th>meta_key__wp_user_level</th>\n",
       "      <th>meta_key__dismissed_wp_pointers</th>\n",
       "      <th>meta_key__wp_dashboard_quick_press_last_post_id</th>\n",
       "      <th>meta_key__wp_user-settings</th>\n",
       "      <th>meta_key__wp_user-settings-time</th>\n",
       "      <th>meta_key__AtD_options</th>\n",
       "      <th>meta_key__AtD_check_when</th>\n",
       "      <th>meta_key__AtD_guess_lang</th>\n",
       "      <th>meta_key__AtD_ignored_phrases</th>\n",
       "      <th>meta_key__aim</th>\n",
       "      <th>meta_key__yim</th>\n",
       "      <th>meta_key__jabber</th>\n",
       "      <th>meta_key__nav_menu_recently_edited</th>\n",
       "      <th>meta_key__managenav-menuscolumnshidden</th>\n",
       "      <th>meta_key__metaboxhidden_nav-menus</th>\n",
       "      <th>meta_key__closedpostboxes_post</th>\n",
       "      <th>meta_key__metaboxhidden_post</th>\n",
       "      <th>meta_key__pmpro_logins</th>\n",
       "      <th>meta_key__pmpro_visits</th>\n",
       "      <th>meta_key__pmpro_views</th>\n",
       "      <th>meta_key__wp_s2member_last_login_time</th>\n",
       "      <th>meta_key__wp_s2member_registration_ip</th>\n",
       "      <th>meta_key__wp_s2member_login_counter</th>\n",
       "      <th>meta_key__wp_s2member_paid_registration_times</th>\n",
       "      <th>meta_key__default_password_nag</th>\n",
       "      <th>meta_key__wp_s2member_subscr_gateway</th>\n",
       "      <th>meta_key__wp_s2member_subscr_id</th>\n",
       "      <th>meta_key__wp_s2member_custom</th>\n",
       "      <th>meta_key__wp_s2member_ipn_signup_vars</th>\n",
       "      <th>meta_key__wp_s2member_first_payment_txn_id</th>\n",
       "      <th>meta_key__wp_s2member_last_payment_time</th>\n",
       "      <th>meta_key__meta-box-order_dashboard</th>\n",
       "      <th>meta_key__screen_layout_dashboard</th>\n",
       "      <th>meta_key__wp_s2member_notes</th>\n",
       "      <th>meta_key__wp_s2member_auto_eot_time</th>\n",
       "      <th>meta_key___yoast_wpseo_profile_updated</th>\n",
       "      <th>meta_key__wpseo_title</th>\n",
       "      <th>meta_key__wpseo_metadesc</th>\n",
       "      <th>meta_key__wpseo_metakey</th>\n",
       "      <th>meta_key__googleplus</th>\n",
       "      <th>meta_key__twitter</th>\n",
       "      <th>meta_key__facebook</th>\n",
       "      <th>meta_key__meta-box-order_post</th>\n",
       "      <th>meta_key__screen_layout_post</th>\n",
       "      <th>meta_key__closedpostboxes_page</th>\n",
       "      <th>meta_key__metaboxhidden_page</th>\n",
       "      <th>meta_key__manageedit-postcolumnshidden</th>\n",
       "      <th>meta_key__easycontactforms_stat_pointer</th>\n",
       "      <th>meta_key__wp_s2member_capability_times</th>\n",
       "      <th>meta_key__wp_s2member_subscr_baid</th>\n",
       "      <th>meta_key__closedpostboxes_dashboard</th>\n",
       "      <th>meta_key__metaboxhidden_dashboard</th>\n",
       "      <th>meta_key__closedpostboxes_attachment</th>\n",
       "      <th>meta_key__metaboxhidden_attachment</th>\n",
       "      <th>meta_key__meta-box-order_attachment</th>\n",
       "      <th>meta_key__screen_layout_attachment</th>\n",
       "      <th>meta_key__session_tokens</th>\n",
       "      <th>meta_key___edd_htaccess_missing_dismissed</th>\n",
       "      <th>meta_key__wp_media_library_mode</th>\n",
       "      <th>meta_key__closedpostboxes_download</th>\n",
       "      <th>meta_key__metaboxhidden_download</th>\n",
       "      <th>meta_key__billing_country</th>\n",
       "      <th>meta_key__billing_first_name</th>\n",
       "      <th>meta_key__billing_last_name</th>\n",
       "      <th>meta_key__billing_company</th>\n",
       "      <th>meta_key__billing_address_1</th>\n",
       "      <th>meta_key__billing_address_2</th>\n",
       "      <th>meta_key__billing_city</th>\n",
       "      <th>meta_key__billing_state</th>\n",
       "      <th>meta_key__billing_postcode</th>\n",
       "      <th>meta_key__billing_email</th>\n",
       "      <th>meta_key__billing_phone</th>\n",
       "      <th>meta_key__shipping_country</th>\n",
       "      <th>meta_key__shipping_first_name</th>\n",
       "      <th>meta_key__shipping_last_name</th>\n",
       "      <th>meta_key__shipping_company</th>\n",
       "      <th>meta_key__shipping_address_1</th>\n",
       "      <th>meta_key__shipping_address_2</th>\n",
       "      <th>meta_key__shipping_city</th>\n",
       "      <th>meta_key__shipping_state</th>\n",
       "      <th>meta_key__shipping_postcode</th>\n",
       "      <th>meta_key__user_title</th>\n",
       "      <th>meta_key__linkedin</th>\n",
       "      <th>meta_key__digg</th>\n",
       "      <th>meta_key__flickr</th>\n",
       "      <th>meta_key__stumbleupon</th>\n",
       "      <th>meta_key__youtube</th>\n",
       "      <th>meta_key__yelp</th>\n",
       "      <th>meta_key__reddit</th>\n",
       "      <th>meta_key__delicious</th>\n",
       "      <th>meta_key__closedpostboxes_spucpt</th>\n",
       "      <th>meta_key__metaboxhidden_spucpt</th>\n",
       "      <th>meta_key__default_category_id_for_user</th>\n",
       "      <th>meta_key___edd_nginx_redirect_dismissed</th>\n",
       "      <th>meta_key__meta-box-order_download</th>\n",
       "      <th>meta_key__screen_layout_download</th>\n",
       "      <th>meta_key___edd_pending_verification</th>\n",
       "      <th>meta_key__ecae_premium_ignore_count_notice</th>\n",
       "      <th>meta_key__ecae_premium_ignore_notice</th>\n",
       "      <th>meta_key__ecae_premium_ignore_count_notice_total</th>\n",
       "      <th>meta_key__wpseo_ignore_tour</th>\n",
       "      <th>meta_key__wpseo_noindex_author</th>\n",
       "      <th>meta_key__wpseo_seen_about_version</th>\n",
       "      <th>meta_key__meta-box-order_page</th>\n",
       "      <th>meta_key__screen_layout_page</th>\n",
       "      <th>meta_key__amt_twitter_author_username</th>\n",
       "      <th>meta_key__amt_facebook_author_profile_url</th>\n",
       "      <th>meta_key__amt_googleplus_author_profile_url</th>\n",
       "      <th>meta_key__locale</th>\n",
       "      <th>meta_key__wp_s2member_access_cap_times</th>\n",
       "      <th>meta_key__wp_s2member_last_auto_eot_time</th>\n",
       "      <th>meta_key__manageedit-shop_ordercolumnshidden</th>\n",
       "      <th>meta_key__wp_s2member_subscr_cid</th>\n",
       "      <th>meta_key___woocommerce_persistent_cart</th>\n",
       "      <th>meta_key__last_update</th>\n",
       "      <th>meta_key__wp_s2member_coupon_codes</th>\n",
       "      <th>meta_key__wp_s2member_reminders_enable</th>\n",
       "      <th>meta_key__as3cfpro-dismiss-licence-notice</th>\n",
       "      <th>meta_key__edit_page_per_page</th>\n",
       "      <th>meta_key__wpseo_content_analysis_disable</th>\n",
       "      <th>meta_key__wpseo_keyword_analysis_disable</th>\n",
       "      <th>meta_key__closedpostboxes_surl</th>\n",
       "      <th>meta_key__metaboxhidden_surl</th>\n",
       "      <th>meta_key__edit_download_per_page</th>\n",
       "      <th>meta_key__edit_post_per_page</th>\n",
       "      <th>meta_key__closedpostboxes_acf-field-group</th>\n",
       "      <th>meta_key__metaboxhidden_acf-field-group</th>\n",
       "      <th>meta_key__meta-box-order_surl</th>\n",
       "      <th>meta_key__screen_layout_surl</th>\n",
       "      <th>meta_key__closedpostboxes_popupbuilder</th>\n",
       "      <th>meta_key__metaboxhidden_popupbuilder</th>\n",
       "      <th>meta_key__meta-box-order_popupbuilder</th>\n",
       "      <th>meta_key__screen_layout_popupbuilder</th>\n",
       "      <th>meta_key__community-events-location</th>\n",
       "      <th>meta_key__as3cf_dismissed_notices</th>\n",
       "      <th>meta_key__syntax_highlighting</th>\n",
       "      <th>meta_key__instagram</th>\n",
       "      <th>meta_key__myspace</th>\n",
       "      <th>meta_key__pinterest</th>\n",
       "      <th>meta_key__soundcloud</th>\n",
       "      <th>meta_key__tumblr</th>\n",
       "      <th>meta_key__wikipedia</th>\n",
       "      <th>meta_key___edd_user_address</th>\n",
       "      <th>meta_key__closedpostboxes_wbcr-snippets</th>\n",
       "      <th>meta_key__metaboxhidden_wbcr-snippets</th>\n",
       "      <th>meta_key__q_eud_exports</th>\n",
       "      <th>meta_key___wtlwp_user</th>\n",
       "      <th>meta_key___wtlwp_created</th>\n",
       "      <th>meta_key___wtlwp_expire</th>\n",
       "      <th>meta_key___wtlwp_token</th>\n",
       "      <th>meta_key__show_welcome_panel</th>\n",
       "      <th>meta_key__tlwp_feedback_do_not_ask_again</th>\n",
       "      <th>meta_key__tlwp_feedback_do_not_ask_again_time</th>\n",
       "      <th>meta_key___wtlwp_last_login</th>\n",
       "      <th>meta_key___wtlwp_login_count</th>\n",
       "      <th>meta_key__wp_table_pixie_options</th>\n",
       "      <th>meta_key__wp_yoast_notifications</th>\n",
       "      <th>meta_key__tlwp_feedback_review_done</th>\n",
       "      <th>meta_key__tlwp_feedback_review_done_time</th>\n",
       "      <th>meta_key___aal_elementor_install_notice</th>\n",
       "      <th>meta_key__jetpack_tracks_anon_id</th>\n",
       "      <th>meta_key__jetpack_tracks_wpcom_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=8</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: astype, 16 tasks</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "                   ID user_login user_nicename user_email user_url user_registered user_activation_key user_status display_name    role   ccaps meta_key__first_name meta_key__last_name meta_key__nickname meta_key__description meta_key__rich_editing meta_key__comment_shortcuts meta_key__admin_color meta_key__use_ssl meta_key__show_admin_bar_front meta_key__wp_capabilities meta_key__wp_user_level meta_key__dismissed_wp_pointers meta_key__wp_dashboard_quick_press_last_post_id meta_key__wp_user-settings meta_key__wp_user-settings-time meta_key__AtD_options meta_key__AtD_check_when meta_key__AtD_guess_lang meta_key__AtD_ignored_phrases meta_key__aim meta_key__yim meta_key__jabber meta_key__nav_menu_recently_edited meta_key__managenav-menuscolumnshidden meta_key__metaboxhidden_nav-menus meta_key__closedpostboxes_post meta_key__metaboxhidden_post meta_key__pmpro_logins meta_key__pmpro_visits meta_key__pmpro_views meta_key__wp_s2member_last_login_time meta_key__wp_s2member_registration_ip meta_key__wp_s2member_login_counter meta_key__wp_s2member_paid_registration_times meta_key__default_password_nag meta_key__wp_s2member_subscr_gateway meta_key__wp_s2member_subscr_id meta_key__wp_s2member_custom meta_key__wp_s2member_ipn_signup_vars meta_key__wp_s2member_first_payment_txn_id meta_key__wp_s2member_last_payment_time meta_key__meta-box-order_dashboard meta_key__screen_layout_dashboard meta_key__wp_s2member_notes meta_key__wp_s2member_auto_eot_time meta_key___yoast_wpseo_profile_updated meta_key__wpseo_title meta_key__wpseo_metadesc meta_key__wpseo_metakey meta_key__googleplus meta_key__twitter meta_key__facebook meta_key__meta-box-order_post meta_key__screen_layout_post meta_key__closedpostboxes_page meta_key__metaboxhidden_page meta_key__manageedit-postcolumnshidden meta_key__easycontactforms_stat_pointer meta_key__wp_s2member_capability_times meta_key__wp_s2member_subscr_baid meta_key__closedpostboxes_dashboard meta_key__metaboxhidden_dashboard meta_key__closedpostboxes_attachment meta_key__metaboxhidden_attachment meta_key__meta-box-order_attachment meta_key__screen_layout_attachment meta_key__session_tokens meta_key___edd_htaccess_missing_dismissed meta_key__wp_media_library_mode meta_key__closedpostboxes_download meta_key__metaboxhidden_download meta_key__billing_country meta_key__billing_first_name meta_key__billing_last_name meta_key__billing_company meta_key__billing_address_1 meta_key__billing_address_2 meta_key__billing_city meta_key__billing_state meta_key__billing_postcode meta_key__billing_email meta_key__billing_phone meta_key__shipping_country meta_key__shipping_first_name meta_key__shipping_last_name meta_key__shipping_company meta_key__shipping_address_1 meta_key__shipping_address_2 meta_key__shipping_city meta_key__shipping_state meta_key__shipping_postcode meta_key__user_title meta_key__linkedin meta_key__digg meta_key__flickr meta_key__stumbleupon meta_key__youtube meta_key__yelp meta_key__reddit meta_key__delicious meta_key__closedpostboxes_spucpt meta_key__metaboxhidden_spucpt meta_key__default_category_id_for_user meta_key___edd_nginx_redirect_dismissed meta_key__meta-box-order_download meta_key__screen_layout_download meta_key___edd_pending_verification meta_key__ecae_premium_ignore_count_notice meta_key__ecae_premium_ignore_notice meta_key__ecae_premium_ignore_count_notice_total meta_key__wpseo_ignore_tour meta_key__wpseo_noindex_author meta_key__wpseo_seen_about_version meta_key__meta-box-order_page meta_key__screen_layout_page meta_key__amt_twitter_author_username meta_key__amt_facebook_author_profile_url meta_key__amt_googleplus_author_profile_url meta_key__locale meta_key__wp_s2member_access_cap_times meta_key__wp_s2member_last_auto_eot_time meta_key__manageedit-shop_ordercolumnshidden meta_key__wp_s2member_subscr_cid meta_key___woocommerce_persistent_cart meta_key__last_update meta_key__wp_s2member_coupon_codes meta_key__wp_s2member_reminders_enable meta_key__as3cfpro-dismiss-licence-notice meta_key__edit_page_per_page meta_key__wpseo_content_analysis_disable meta_key__wpseo_keyword_analysis_disable meta_key__closedpostboxes_surl meta_key__metaboxhidden_surl meta_key__edit_download_per_page meta_key__edit_post_per_page meta_key__closedpostboxes_acf-field-group meta_key__metaboxhidden_acf-field-group meta_key__meta-box-order_surl meta_key__screen_layout_surl meta_key__closedpostboxes_popupbuilder meta_key__metaboxhidden_popupbuilder meta_key__meta-box-order_popupbuilder meta_key__screen_layout_popupbuilder meta_key__community-events-location meta_key__as3cf_dismissed_notices meta_key__syntax_highlighting meta_key__instagram meta_key__myspace meta_key__pinterest meta_key__soundcloud meta_key__tumblr meta_key__wikipedia meta_key___edd_user_address meta_key__closedpostboxes_wbcr-snippets meta_key__metaboxhidden_wbcr-snippets meta_key__q_eud_exports meta_key___wtlwp_user meta_key___wtlwp_created meta_key___wtlwp_expire meta_key___wtlwp_token meta_key__show_welcome_panel meta_key__tlwp_feedback_do_not_ask_again meta_key__tlwp_feedback_do_not_ask_again_time meta_key___wtlwp_last_login meta_key___wtlwp_login_count meta_key__wp_table_pixie_options meta_key__wp_yoast_notifications meta_key__tlwp_feedback_review_done meta_key__tlwp_feedback_review_done_time meta_key___aal_elementor_install_notice meta_key__jetpack_tracks_anon_id meta_key__jetpack_tracks_wpcom_id\n",
       "npartitions=8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
       "               object     object        object     object   object          object              object      object       object  object  object               object              object             object                object                 object                      object                object            object                         object                    object                  object                          object                                          object                     object                          object                object                   object                   object                        object        object        object           object                             object                                 object                            object                         object                       object                 object                 object                object                                object                                object                              object                                        object                         object                               object                          object                       object                                object                                     object                                  object                             object                            object                      object                              object                                 object                object                   object                  object               object            object             object                        object                       object                         object                       object                                 object                                  object                                 object                            object                              object                            object                               object                             object                              object                             object                   object                                    object                          object                             object                           object                    object                       object                      object                    object                      object                      object                 object                  object                     object                  object                  object                     object                        object                       object                     object                       object                       object                  object                   object                      object               object             object         object           object                object            object         object           object              object                           object                         object                                 object                                  object                            object                           object                              object                                     object                               object                                           object                      object                         object                             object                        object                       object                                object                                    object                                      object           object                                 object                                   object                                       object                           object                                 object                object                             object                                 object                                    object                       object                                   object                                   object                         object                       object                           object                       object                                    object                                  object                        object                       object                                 object                               object                                object                               object                              object                            object                        object              object            object              object               object           object              object                      object                                  object                                object                  object                object                   object                  object                 object                       object                                   object                                        object                      object                       object                           object                           object                              object                                   object                                  object                           object                            object\n",
       "                  ...        ...           ...        ...      ...             ...                 ...         ...          ...     ...     ...                  ...                 ...                ...                   ...                    ...                         ...                   ...               ...                            ...                       ...                     ...                             ...                                             ...                        ...                             ...                   ...                      ...                      ...                           ...           ...           ...              ...                                ...                                    ...                               ...                            ...                          ...                    ...                    ...                   ...                                   ...                                   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       "...               ...        ...           ...        ...      ...             ...                 ...         ...          ...     ...     ...                  ...                 ...                ...                   ...                    ...                         ...                   ...               ...                            ...                       ...                     ...                             ...                                             ...                        ...                             ...                   ...                      ...                      ...                           ...           ...           ...              ...                                ...                                    ...                               ...                            ...                          ...                    ...                    ...                   ...                                   ...                                   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       "                  ...        ...           ...        ...      ...             ...                 ...         ...          ...     ...     ...                  ...                 ...                ...                   ...                    ...                         ...                   ...               ...                            ...                       ...                     ...                             ...                                             ...                        ...                             ...                   ...                      ...                      ...                           ...           ...           ...              ...                                ...                                    ...                               ...                            ...                          ...                    ...                    ...                   ...                                   ...                                   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       "                  ...        ...           ...        ...      ...             ...                 ...         ...          ...     ...     ...                  ...                 ...                ...                   ...                    ...                         ...                   ...               ...                            ...                       ...                     ...                             ...                                             ...                        ...                             ...                   ...                      ...                      ...                           ...           ...           ...              ...                                ...                                    ...                               ...                            ...                          ...                    ...                    ...                   ...                                   ...                                   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       "Dask Name: astype, 16 tasks"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.astype(\"str\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Skipping line 852: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 996: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 2196: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 2711: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 4785: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'http://192.168.86.250:43766/status'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op.client.dashboard_link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Skipping line 46: unexpected end of data\n",
      "Skipping line 852: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 996: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 2196: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 2711: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n",
      "Skipping line 4785: NULL byte detected. This byte cannot be processed in Python's native csv library at the moment, so please pass in engine='c' instead\n"
     ]
    }
   ],
   "source": [
    "preview_df = op.load.file(\"https://bumblebee.nyc3.digitaloceanspaces.com/argenisleon/users-data%20%281%29%20%281%29-535c306e-d5fe-4b09-bd6a-0693e6db26e8.csv\", n_rows=35).ext.cache() \n",
    "_output = {**preview_df.ext.to_json(\"*\"), \"meta\": preview_df.meta.get() if (preview_df.meta and preview_df.meta.get) else {} } \n",
    "_output = preview_df.ext.profile(columns=\"*\", output=\"json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.27.0'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask\n",
    "dask.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"columns\": {\"ID\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"int\"}, \"frequency\": [{\"value\": \"98\", \"count\": 1}, {\"value\": \"261\", \"count\": 1}, {\"value\": \"276\", \"count\": 1}, {\"value\": \"288\", \"count\": 1}, {\"value\": \"31\", \"count\": 1}, {\"value\": \"32\", \"count\": 1}, {\"value\": \"271\", \"count\": 1}, {\"value\": \"33\", \"count\": 1}, {\"value\": \"44\", \"count\": 1}, {\"value\": \"45\", \"count\": 1}, {\"value\": \"48\", \"count\": 1}, {\"value\": \"61\", \"count\": 1}, {\"value\": \"66\", \"count\": 1}, {\"value\": \"71\", \"count\": 1}, {\"value\": \"42\", \"count\": 1}, {\"value\": \"75\", \"count\": 1}, {\"value\": \"251\", \"count\": 1}, {\"value\": \"208\", \"count\": 1}, {\"value\": \"131\", \"count\": 1}, {\"value\": \"132\", \"count\": 1}, {\"value\": \"139\", \"count\": 1}, {\"value\": \"152\", \"count\": 1}, {\"value\": \"155\", \"count\": 1}, {\"value\": \"166\", \"count\": 1}, {\"value\": \"254\", \"count\": 1}, {\"value\": \"187\", \"count\": 1}, {\"value\": \"211\", \"count\": 1}, {\"value\": \"233\", \"count\": 1}, {\"value\": \"235\", \"count\": 1}, {\"value\": \"236\", \"count\": 1}, {\"value\": \"243\", \"count\": 1}, {\"value\": \"249\", \"count\": 1}, {\"value\": \"273\", \"count\": 1}], \"count_uniques\": 35}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"int\"}}, \"user_login\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"string\"}, \"frequency\": [{\"value\": \"zuriavvega\", \"count\": 1}, {\"value\": \"caralunapr\", \"count\": 1}, {\"value\": \"claudiacj\", \"count\": 1}, {\"value\": \"franciscaroni\", \"count\": 1}, {\"value\": \"gabette\", \"count\": 1}, {\"value\": \"georgi2608\", \"count\": 1}, {\"value\": \"cataguio\", \"count\": 1}, {\"value\": \"gloriag\", \"count\": 1}, {\"value\": \"mariana\", \"count\": 1}, {\"value\": \"silvyfalquez\", \"count\": 1}, {\"value\": \"soniasoglia\", \"count\": 1}, {\"value\": \"valentinac\", \"count\": 1}, {\"value\": \"vaneggiare\", \"count\": 1}, {\"value\": \"wenvillarruel\", \"count\": 1}, {\"value\": \"irenea\", \"count\": 1}, {\"value\": \"zeina gabriela\", \"count\": 1}, {\"value\": \"arimaui\", \"count\": 1}, {\"value\": \"Satoriv\", \"count\": 1}, {\"value\": \"CarlaECM\", \"count\": 1}, {\"value\": \"Clara\", \"count\": 1}, {\"value\": \"Itavaamonde\", \"count\": 1}, {\"value\": \"Luisa55\", \"count\": 1}, {\"value\": \"MINEMARQUEZ\", \"count\": 1}, {\"value\": \"Nina\", \"count\": 1}, {\"value\": \"brigittesaint\", \"count\": 1}, {\"value\": \"Rebe22222\", \"count\": 1}, {\"value\": \"SuperBela\", \"count\": 1}, {\"value\": \"Susanacfg\", \"count\": 1}, {\"value\": \"Suza\", \"count\": 1}, {\"value\": \"almarincon\", \"count\": 1}, {\"value\": \"altruisted\", \"count\": 1}, {\"value\": \"amaliaamoedo\", \"count\": 1}, {\"value\": \"cinthia7\", \"count\": 1}], \"count_uniques\": 35}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"string\"}}, \"user_nicename\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"string\"}, \"frequency\": [{\"value\": \"zuriavvega\", \"count\": 1}, {\"value\": \"irenea\", \"count\": 1}, {\"value\": \"minemarquez\", \"count\": 1}, {\"value\": \"nina\", \"count\": 1}, {\"value\": \"rebe22222\", \"count\": 1}, {\"value\": \"satoriv\", \"count\": 1}, {\"value\": \"itavaamonde\", \"count\": 1}, {\"value\": \"silvyfalquez\", \"count\": 1}, {\"value\": \"superbela\", \"count\": 1}, {\"value\": \"susanacfg\", \"count\": 1}, {\"value\": \"suza\", \"count\": 1}, {\"value\": \"valentinac\", \"count\": 1}, {\"value\": \"vaneggiare\", \"count\": 1}, {\"value\": \"wenvillarruel\", \"count\": 1}, {\"value\": \"soniasoglia\", \"count\": 1}, {\"value\": \"zeina-gabriela\", \"count\": 1}, {\"value\": \"georgi2608\", \"count\": 1}, {\"value\": \"cataguio\", \"count\": 1}, {\"value\": \"almarincon\", \"count\": 1}, {\"value\": \"altruisted\", \"count\": 1}, {\"value\": \"amaliaamoedo\", \"count\": 1}, {\"value\": \"arimaui\", \"count\": 1}, {\"value\": \"brigittesaint\", \"count\": 1}, {\"value\": \"caralunapr\", \"count\": 1}, {\"value\": \"gloriag\", \"count\": 1}, {\"value\": \"carlaecm\", \"count\": 1}, {\"value\": \"cgarcia23\", \"count\": 1}, {\"value\": \"cinthia7\", \"count\": 1}, {\"value\": \"clara\", \"count\": 1}, {\"value\": \"claudiacj\", \"count\": 1}, {\"value\": \"franciscaroni\", \"count\": 1}, {\"value\": \"gabette\", \"count\": 1}, {\"value\": \"mariana\", \"count\": 1}], \"count_uniques\": 35}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"string\"}}, \"user_email\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"email\"}, \"frequency\": [{\"value\": \"zuriavega11@yahoo.com\", \"count\": 1}, {\"value\": \"glogon71@gmail.com\", \"count\": 1}, {\"value\": \"m.vaamonde@gmail.com\", \"count\": 1}, {\"value\": \"marianavq@hotmail.com.ar\", \"count\": 1}, {\"value\": \"minnemarquez@gmail.com\", \"count\": 1}, {\"value\": \"rebeca.omana@yahoo.com.mx\", \"count\": 1}, {\"value\": \"ireneabreu@gmail.com\", \"count\": 1}, {\"value\": \"satori.chi@gmail.com\", \"count\": 1}, {\"value\": \"soniasoglia@yahoo.com.ar\", \"count\": 1}, {\"value\": \"susana.fernandes@gmail.com\", \"count\": 1}, {\"value\": \"susanavasquez17@gmail.com\", \"count\": 1}, {\"value\": \"unmailparanina@gmail.com\", \"count\": 1}, {\"value\": \"valentinaisabel@gmail.com\", \"count\": 1}, {\"value\": \"vanem03@hotmail.com\", \"count\": 1}, {\"value\": \"sfalquez@hotmail.com\", \"count\": 1}, {\"value\": \"zeinaname@gmail.com\", \"count\": 1}, {\"value\": \"ganabela12@hotmail.com\", \"count\": 1}, {\"value\": \"catalinaguio@gmail.com\", \"count\": 1}, {\"value\": \"almarinconruiz@hotmail.com\", \"count\": 1}, {\"value\": \"altruisted@gmail.com\", \"count\": 1}, {\"value\": \"ama.amoedo@gmail.com\", \"count\": 1}, {\"value\": \"ariadnarome@gmail.com\", \"count\": 1}, {\"value\": \"awhernandez75@gmail.com\", \"count\": 1}, {\"value\": \"brigittesaint@hotmail.com\", \"count\": 1}, {\"value\": \"georgi2608@gmail.com\", \"count\": 1}, {\"value\": \"carlacastillom@gmail.com\", \"count\": 1}, {\"value\": \"cinthialarreategui@hotmail.com\", \"count\": 1}, {\"value\": \"claraalfaro@me.com\", \"count\": 1}, {\"value\": \"claudiajimenez@hotmail.com\", \"count\": 1}, {\"value\": \"cynthiagar64@hotmail.com\", \"count\": 1}, {\"value\": \"franciscaroni@gmail.com\", \"count\": 1}, {\"value\": \"gabrielablon@yahoo.com.ar\", \"count\": 1}, {\"value\": \"luisita.g.i@gmail.com\", \"count\": 1}], \"count_uniques\": 35}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"email\"}}, \"user_url\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"user_registered\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"date\", \"format\": \"%Y-%m-%d %H:%M:%S\"}, \"frequency\": [{\"value\": \"2013-11-06 18:46:21\", \"count\": 1}, {\"value\": \"2013-09-11 20:13:46\", \"count\": 1}, {\"value\": \"2013-10-06 16:54:35\", \"count\": 1}, {\"value\": \"2013-10-15 17:50:58\", \"count\": 1}, {\"value\": \"2013-10-15 22:57:50\", \"count\": 1}, {\"value\": \"2013-10-16 01:39:11\", \"count\": 1}, {\"value\": \"2013-09-16 16:54:45\", \"count\": 1}, {\"value\": \"2013-10-20 03:34:49\", \"count\": 1}, {\"value\": \"2013-10-23 04:07:46\", \"count\": 1}, {\"value\": \"2013-10-24 22:39:40\", \"count\": 1}, {\"value\": \"2013-10-29 02:40:17\", \"count\": 1}, {\"value\": \"2013-10-31 01:26:49\", \"count\": 1}, {\"value\": \"2013-10-31 21:57:25\", \"count\": 1}, {\"value\": \"2013-11-01 03:22:54\", \"count\": 1}, {\"value\": \"2013-10-22 19:28:11\", \"count\": 1}, {\"value\": \"2013-11-02 16:47:36\", \"count\": 1}, {\"value\": \"2013-09-02 18:39:50\", \"count\": 1}, {\"value\": \"2013-07-13 23:33:40\", \"count\": 1}, {\"value\": \"2013-07-07 14:28:03\", \"count\": 1}, {\"value\": \"2013-07-07 14:33:45\", \"count\": 1}, {\"value\": \"2013-07-08 14:12:40\", \"count\": 1}, {\"value\": \"2013-07-08 14:57:53\", \"count\": 1}, {\"value\": \"2013-07-08 16:46:56\", \"count\": 1}, {\"value\": \"2013-07-08 21:57:02\", \"count\": 1}, {\"value\": \"2013-09-11 20:09:00\", \"count\": 1}, {\"value\": \"2013-07-12 22:58:21\", \"count\": 1}, {\"value\": \"2013-07-15 19:06:34\", \"count\": 1}, {\"value\": \"2013-07-16 19:23:10\", \"count\": 1}, {\"value\": \"2013-07-30 15:05:31\", \"count\": 1}, {\"value\": \"2013-08-09 00:16:38\", \"count\": 1}, {\"value\": \"2013-08-28 06:43:41\", \"count\": 1}, {\"value\": \"2013-08-28 18:30:27\", \"count\": 1}, {\"value\": \"2013-10-04 09:46:13\", \"count\": 1}], \"count_uniques\": 35}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"date\", \"format\": \"%Y-%m-%d %H:%M:%S\"}}, \"user_activation_key\": {\"stats\": {\"match\": 6, \"missing\": 29, \"mismatch\": 29, \"profiler_dtype\": {\"dtype\": \"string\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 29}, {\"value\": \"iE9NCjqVrAJtHWHtMAUG\", \"count\": 1}, {\"value\": \"1551405832:$P$BZTT/wFqoQhPE8K9..9c/nRhewlGMp.\", \"count\": 1}, {\"value\": \"$P$BdT5dfJ/ya0i2YoprnjEf/JTkWfdsE0\", \"count\": 1}, {\"value\": \"$P$BKwfdu7aoH3uac8WSkMziuyef1.qvd.\", \"count\": 1}, {\"value\": \"$P$BKU7gDOauoNL1/ValTgGTIQ/T3UyFM.\", \"count\": 1}, {\"value\": \"$P$BIwpSjEYtbb0r2Yop4HvgbHSl6f0qZ/\", \"count\": 1}], \"count_uniques\": 7}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"string\"}}, \"user_status\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"int\"}, \"frequency\": [{\"value\": \"0\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"int\"}}, \"display_name\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"string\"}, \"frequency\": [{\"value\": \"zuria vega\", \"count\": 1}, {\"value\": \"Maria Luisa Gutierrez Ibarra\", \"count\": 1}, {\"value\": \"Susana Fernandes\", \"count\": 1}, {\"value\": \"Susana Vasquez\", \"count\": 1}, {\"value\": \"Valentina Cordero\", \"count\": 1}, {\"value\": \"Vanessa Mosqueda\", \"count\": 1}, {\"value\": \"Mariana Vergara Quindimil\", \"count\": 1}, {\"value\": \"Wendy Hernandez\", \"count\": 1}, {\"value\": \"alma rincon\", \"count\": 1}, {\"value\": \"ariadna romero\", \"count\": 1}, {\"value\": \"cinthia larreategui\", \"count\": 1}, {\"value\": \"francis suarez\", \"count\": 1}, {\"value\": \"gabriela Blondeau\", \"count\": 1}, {\"value\": \"silvana falquez\", \"count\": 1}, {\"value\": \"Zeina Nam\\u00e9\", \"count\": 1}, {\"value\": \"sonia soglia\", \"count\": 1}, {\"value\": \"Margarita Vaamonde\", \"count\": 1}, {\"value\": \"Clara 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\"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key___wtlwp_token\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__show_welcome_panel\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__tlwp_feedback_do_not_ask_again\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__tlwp_feedback_do_not_ask_again_time\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key___wtlwp_last_login\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key___wtlwp_login_count\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__wp_table_pixie_options\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__wp_yoast_notifications\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__tlwp_feedback_review_done\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__tlwp_feedback_review_done_time\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key___aal_elementor_install_notice\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__jetpack_tracks_anon_id\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}, \"meta_key__jetpack_tracks_wpcom_id\": {\"stats\": {\"match\": 35, \"missing\": 35, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"object\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 35}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}}, \"name\": null, \"file_name\": \"https://bumblebee.nyc3.digitaloceanspaces.com/argenisleon/users-data%20%281%29%20%281%29-535c306e-d5fe-4b09-bd6a-0693e6db26e8.csv\", \"summary\": {\"cols_count\": 183, \"rows_count\": 35, \"dtypes_list\": [\"object\"], \"total_count_dtypes\": 1, \"missing_count\": 0, \"p_missing\": 0.0}}\n"
     ]
    }
   ],
   "source": [
    "print(_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting dask==2.27.0\n",
      "  Downloading dask-2.27.0-py3-none-any.whl (843 kB)\n",
      "Requirement already satisfied: pyyaml in c:\\users\\argenisleon\\appdata\\roaming\\python\\python37\\site-packages (from dask==2.27.0) (5.3.1)\n",
      "Installing collected packages: dask\n",
      "  Attempting uninstall: dask\n",
      "    Found existing installation: dask 2.25.0\n",
      "    Uninstalling dask-2.25.0:\n",
      "      Successfully uninstalled dask-2.25.0\n",
      "Successfully installed dask-2.27.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: datashader 0.8.0 requires datashape>=0.5.1, which is not installed.\n",
      "ERROR: datashader 0.8.0 requires scikit-image, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "!pip install dask==2.27.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.25.0'"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask\n",
    "dask.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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{\"value\": \"254\", \"count\": 1}, {\"value\": \"187\", \"count\": 1}, {\"value\": \"211\", \"count\": 1}, {\"value\": \"233\", \"count\": 1}, {\"value\": \"235\", \"count\": 1}, {\"value\": \"236\", \"count\": 1}, {\"value\": \"243\", \"count\": 1}, {\"value\": \"249\", \"count\": 1}, {\"value\": \"273\", \"count\": 1}], \"count_uniques\": 35}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"int\"}}, \"user_login\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"string\"}, \"frequency\": [{\"value\": \"zuriavvega\", \"count\": 1}, {\"value\": \"caralunapr\", \"count\": 1}, {\"value\": \"claudiacj\", \"count\": 1}, {\"value\": \"franciscaroni\", \"count\": 1}, {\"value\": \"gabette\", \"count\": 1}, {\"value\": \"georgi2608\", \"count\": 1}, {\"value\": \"cataguio\", \"count\": 1}, {\"value\": \"gloriag\", \"count\": 1}, {\"value\": \"mariana\", \"count\": 1}, {\"value\": \"silvyfalquez\", \"count\": 1}, {\"value\": \"soniasoglia\", \"count\": 1}, {\"value\": \"valentinac\", \"count\": 1}, {\"value\": \"vaneggiare\", \"count\": 1}, {\"value\": \"wenvillarruel\", \"count\": 1}, {\"value\": \"irenea\", \"count\": 1}, {\"value\": \"zeina gabriela\", \"count\": 1}, {\"value\": \"arimaui\", \"count\": 1}, {\"value\": \"Satoriv\", \"count\": 1}, {\"value\": \"CarlaECM\", \"count\": 1}, {\"value\": \"Clara\", \"count\": 1}, {\"value\": \"Itavaamonde\", \"count\": 1}, {\"value\": \"Luisa55\", \"count\": 1}, {\"value\": \"MINEMARQUEZ\", \"count\": 1}, {\"value\": \"Nina\", \"count\": 1}, {\"value\": \"brigittesaint\", \"count\": 1}, {\"value\": \"Rebe22222\", \"count\": 1}, {\"value\": \"SuperBela\", \"count\": 1}, {\"value\": \"Susanacfg\", \"count\": 1}, {\"value\": \"Suza\", \"count\": 1}, {\"value\": \"almarincon\", \"count\": 1}, {\"value\": \"altruisted\", \"count\": 1}, {\"value\": \"amaliaamoedo\", \"count\": 1}, {\"value\": \"cinthia7\", \"count\": 1}], \"count_uniques\": 35}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"string\"}}, \"user_nicename\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"string\"}, \"frequency\": [{\"value\": \"zuriavvega\", \"count\": 1}, {\"value\": \"irenea\", \"count\": 1}, {\"value\": \"minemarquez\", \"count\": 1}, {\"value\": \"nina\", \"count\": 1}, {\"value\": \"rebe22222\", \"count\": 1}, {\"value\": \"satoriv\", \"count\": 1}, {\"value\": \"itavaamonde\", \"count\": 1}, {\"value\": \"silvyfalquez\", \"count\": 1}, {\"value\": \"superbela\", \"count\": 1}, {\"value\": \"susanacfg\", \"count\": 1}, {\"value\": \"suza\", \"count\": 1}, {\"value\": \"valentinac\", \"count\": 1}, {\"value\": \"vaneggiare\", \"count\": 1}, {\"value\": \"wenvillarruel\", \"count\": 1}, {\"value\": \"soniasoglia\", \"count\": 1}, {\"value\": \"zeina-gabriela\", \"count\": 1}, {\"value\": \"georgi2608\", \"count\": 1}, {\"value\": \"cataguio\", \"count\": 1}, {\"value\": \"almarincon\", \"count\": 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{\"dtype\": \"object\"}}, \"user_registered\": {\"stats\": {\"match\": 35, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"date\", \"format\": \"%Y-%m-%d %H:%M:%S\"}, \"frequency\": [{\"value\": \"2013-11-06 18:46:21\", \"count\": 1}, {\"value\": \"2013-09-11 20:13:46\", \"count\": 1}, {\"value\": \"2013-10-06 16:54:35\", \"count\": 1}, {\"value\": \"2013-10-15 17:50:58\", \"count\": 1}, {\"value\": \"2013-10-15 22:57:50\", \"count\": 1}, {\"value\": \"2013-10-16 01:39:11\", \"count\": 1}, {\"value\": \"2013-09-16 16:54:45\", \"count\": 1}, {\"value\": \"2013-10-20 03:34:49\", \"count\": 1}, {\"value\": \"2013-10-23 04:07:46\", \"count\": 1}, {\"value\": \"2013-10-24 22:39:40\", \"count\": 1}, {\"value\": \"2013-10-29 02:40:17\", \"count\": 1}, {\"value\": \"2013-10-31 01:26:49\", \"count\": 1}, {\"value\": \"2013-10-31 21:57:25\", \"count\": 1}, {\"value\": \"2013-11-01 03:22:54\", \"count\": 1}, {\"value\": \"2013-10-22 19:28:11\", \"count\": 1}, {\"value\": 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1}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"object\"}}}, \"name\": null, \"file_name\": \"https://bumblebee.nyc3.digitaloceanspaces.com/argenisleon/users-data%20%281%29%20%281%29-535c306e-d5fe-4b09-bd6a-0693e6db26e8.csv\", \"summary\": {\"cols_count\": 183, \"rows_count\": 35, \"dtypes_list\": [\"object\"], \"total_count_dtypes\": 1, \"missing_count\": 0, \"p_missing\": 0.0}}\n"
     ]
    }
   ],
   "source": [
    "print(_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'sample': {'columns': [{'title': 'ID'}, {'title': 'user_login'}, {'title': 'user_nicename'}, {'title': 'user_email'}, {'title': 'user_url'}, {'title': 'user_registered'}, {'title': 'user_activation_key'}, {'title': 'user_status'}, {'title': 'display_name'}, {'title': 'role'}, {'title': 'ccaps'}, {'title': 'meta_key__first_name'}, {'title': 'meta_key__last_name'}, {'title': 'meta_key__nickname'}, {'title': 'meta_key__description'}, {'title': 'meta_key__rich_editing'}, {'title': 'meta_key__comment_shortcuts'}, {'title': 'meta_key__admin_color'}, {'title': 'meta_key__use_ssl'}, {'title': 'meta_key__show_admin_bar_front'}, {'title': 'meta_key__wp_capabilities'}, {'title': 'meta_key__wp_user_level'}, {'title': 'meta_key__dismissed_wp_pointers'}, {'title': 'meta_key__wp_dashboard_quick_press_last_post_id'}, {'title': 'meta_key__wp_user-settings'}, {'title': 'meta_key__wp_user-settings-time'}, {'title': 'meta_key__AtD_options'}, {'title': 'meta_key__AtD_check_when'}, {'title': 'meta_key__AtD_guess_lang'}, {'title': 'meta_key__AtD_ignored_phrases'}, {'title': 'meta_key__aim'}, {'title': 'meta_key__yim'}, {'title': 'meta_key__jabber'}, {'title': 'meta_key__nav_menu_recently_edited'}, {'title': 'meta_key__managenav-menuscolumnshidden'}, {'title': 'meta_key__metaboxhidden_nav-menus'}, {'title': 'meta_key__closedpostboxes_post'}, {'title': 'meta_key__metaboxhidden_post'}, {'title': 'meta_key__pmpro_logins'}, {'title': 'meta_key__pmpro_visits'}, {'title': 'meta_key__pmpro_views'}, {'title': 'meta_key__wp_s2member_last_login_time'}, {'title': 'meta_key__wp_s2member_registration_ip'}, {'title': 'meta_key__wp_s2member_login_counter'}, {'title': 'meta_key__wp_s2member_paid_registration_times'}, {'title': 'meta_key__default_password_nag'}, {'title': 'meta_key__wp_s2member_subscr_gateway'}, {'title': 'meta_key__wp_s2member_subscr_id'}, {'title': 'meta_key__wp_s2member_custom'}, {'title': 'meta_key__wp_s2member_ipn_signup_vars'}, {'title': 'meta_key__wp_s2member_first_payment_txn_id'}, {'title': 'meta_key__wp_s2member_last_payment_time'}, {'title': 'meta_key__meta-box-order_dashboard'}, {'title': 'meta_key__screen_layout_dashboard'}, {'title': 'meta_key__wp_s2member_notes'}, {'title': 'meta_key__wp_s2member_auto_eot_time'}, {'title': 'meta_key___yoast_wpseo_profile_updated'}, {'title': 'meta_key__wpseo_title'}, {'title': 'meta_key__wpseo_metadesc'}, {'title': 'meta_key__wpseo_metakey'}, {'title': 'meta_key__googleplus'}, {'title': 'meta_key__twitter'}, {'title': 'meta_key__facebook'}, {'title': 'meta_key__meta-box-order_post'}, {'title': 'meta_key__screen_layout_post'}, {'title': 'meta_key__closedpostboxes_page'}, {'title': 'meta_key__metaboxhidden_page'}, {'title': 'meta_key__manageedit-postcolumnshidden'}, {'title': 'meta_key__easycontactforms_stat_pointer'}, {'title': 'meta_key__wp_s2member_capability_times'}, {'title': 'meta_key__wp_s2member_subscr_baid'}, {'title': 'meta_key__closedpostboxes_dashboard'}, {'title': 'meta_key__metaboxhidden_dashboard'}, {'title': 'meta_key__closedpostboxes_attachment'}, {'title': 'meta_key__metaboxhidden_attachment'}, {'title': 'meta_key__meta-box-order_attachment'}, {'title': 'meta_key__screen_layout_attachment'}, {'title': 'meta_key__session_tokens'}, {'title': 'meta_key___edd_htaccess_missing_dismissed'}, {'title': 'meta_key__wp_media_library_mode'}, {'title': 'meta_key__closedpostboxes_download'}, {'title': 'meta_key__metaboxhidden_download'}, {'title': 'meta_key__billing_country'}, {'title': 'meta_key__billing_first_name'}, {'title': 'meta_key__billing_last_name'}, {'title': 'meta_key__billing_company'}, {'title': 'meta_key__billing_address_1'}, {'title': 'meta_key__billing_address_2'}, {'title': 'meta_key__billing_city'}, {'title': 'meta_key__billing_state'}, {'title': 'meta_key__billing_postcode'}, {'title': 'meta_key__billing_email'}, {'title': 'meta_key__billing_phone'}, {'title': 'meta_key__shipping_country'}, {'title': 'meta_key__shipping_first_name'}, {'title': 'meta_key__shipping_last_name'}, {'title': 'meta_key__shipping_company'}, {'title': 'meta_key__shipping_address_1'}, {'title': 'meta_key__shipping_address_2'}, {'title': 'meta_key__shipping_city'}, {'title': 'meta_key__shipping_state'}, {'title': 'meta_key__shipping_postcode'}, {'title': 'meta_key__user_title'}, {'title': 'meta_key__linkedin'}, {'title': 'meta_key__digg'}, {'title': 'meta_key__flickr'}, {'title': 'meta_key__stumbleupon'}, {'title': 'meta_key__youtube'}, {'title': 'meta_key__yelp'}, {'title': 'meta_key__reddit'}, {'title': 'meta_key__delicious'}, {'title': 'meta_key__closedpostboxes_spucpt'}, {'title': 'meta_key__metaboxhidden_spucpt'}, {'title': 'meta_key__default_category_id_for_user'}, {'title': 'meta_key___edd_nginx_redirect_dismissed'}, {'title': 'meta_key__meta-box-order_download'}, {'title': 'meta_key__screen_layout_download'}, {'title': 'meta_key___edd_pending_verification'}, {'title': 'meta_key__ecae_premium_ignore_count_notice'}, {'title': 'meta_key__ecae_premium_ignore_notice'}, {'title': 'meta_key__ecae_premium_ignore_count_notice_total'}, {'title': 'meta_key__wpseo_ignore_tour'}, {'title': 'meta_key__wpseo_noindex_author'}, {'title': 'meta_key__wpseo_seen_about_version'}, {'title': 'meta_key__meta-box-order_page'}, {'title': 'meta_key__screen_layout_page'}, {'title': 'meta_key__amt_twitter_author_username'}, {'title': 'meta_key__amt_facebook_author_profile_url'}, {'title': 'meta_key__amt_googleplus_author_profile_url'}, {'title': 'meta_key__locale'}, {'title': 'meta_key__wp_s2member_access_cap_times'}, {'title': 'meta_key__wp_s2member_last_auto_eot_time'}, {'title': 'meta_key__manageedit-shop_ordercolumnshidden'}, {'title': 'meta_key__wp_s2member_subscr_cid'}, {'title': 'meta_key___woocommerce_persistent_cart'}, {'title': 'meta_key__last_update'}, {'title': 'meta_key__wp_s2member_coupon_codes'}, {'title': 'meta_key__wp_s2member_reminders_enable'}, {'title': 'meta_key__as3cfpro-dismiss-licence-notice'}, {'title': 'meta_key__edit_page_per_page'}, {'title': 'meta_key__wpseo_content_analysis_disable'}, {'title': 'meta_key__wpseo_keyword_analysis_disable'}, {'title': 'meta_key__closedpostboxes_surl'}, {'title': 'meta_key__metaboxhidden_surl'}, {'title': 'meta_key__edit_download_per_page'}, {'title': 'meta_key__edit_post_per_page'}, {'title': 'meta_key__closedpostboxes_acf-field-group'}, {'title': 'meta_key__metaboxhidden_acf-field-group'}, {'title': 'meta_key__meta-box-order_surl'}, {'title': 'meta_key__screen_layout_surl'}, {'title': 'meta_key__closedpostboxes_popupbuilder'}, {'title': 'meta_key__metaboxhidden_popupbuilder'}, {'title': 'meta_key__meta-box-order_popupbuilder'}, {'title': 'meta_key__screen_layout_popupbuilder'}, {'title': 'meta_key__community-events-location'}, {'title': 'meta_key__as3cf_dismissed_notices'}, {'title': 'meta_key__syntax_highlighting'}, {'title': 'meta_key__instagram'}, {'title': 'meta_key__myspace'}, {'title': 'meta_key__pinterest'}, {'title': 'meta_key__soundcloud'}, {'title': 'meta_key__tumblr'}, {'title': 'meta_key__wikipedia'}, {'title': 'meta_key___edd_user_address'}, {'title': 'meta_key__closedpostboxes_wbcr-snippets'}, {'title': 'meta_key__metaboxhidden_wbcr-snippets'}, {'title': 'meta_key__q_eud_exports'}, {'title': 'meta_key___wtlwp_user'}, {'title': 'meta_key___wtlwp_created'}, {'title': 'meta_key___wtlwp_expire'}, {'title': 'meta_key___wtlwp_token'}, {'title': 'meta_key__show_welcome_panel'}, {'title': 'meta_key__tlwp_feedback_do_not_ask_again'}, {'title': 'meta_key__tlwp_feedback_do_not_ask_again_time'}, {'title': 'meta_key___wtlwp_last_login'}, {'title': 'meta_key___wtlwp_login_count'}, {'title': 'meta_key__wp_table_pixie_options'}, {'title': 'meta_key__wp_yoast_notifications'}, {'title': 'meta_key__tlwp_feedback_review_done'}, {'title': 'meta_key__tlwp_feedback_review_done_time'}, {'title': 'meta_key___aal_elementor_install_notice'}, {'title': 'meta_key__jetpack_tracks_anon_id'}, {'title': 'meta_key__jetpack_tracks_wpcom_id'}], 'value': [['44', 'Rebe22222', 'rebe22222', 'rebeca.omana@yahoo.com.mx', nan, '2013-07-08 14:57:53', nan, '0', 'Rebeca Omana Bruguera', 's2member_level4', nan, 'Rebeca', 'Omana Bruguera', 'Rebe22222', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Sun Jul 05 2020 11:50:35 GMT-0400', '69.174.87.140', '996', '{\"level\":1373295473,\"level4\":1373295473}', '1', 'paypal', 'I-GDDHAAPKNT4R', nan, nan, nan, 'Wed Dec 31 1969 20:00:00 GMT-0400', nan, nan, nan, nan, '1379337854', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:1:{s:64:\"1ab370b34ee335ca3db5979209ac1a1e1ff3c4458d04c9077f30a21f9f5270e9\";a:4:{s:10:\"expiration\";i:1595173835;s:2:\"ip\";s:13:\"187.237.25.96\";s:2:\"ua\";s:139:\"Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.1.1 Mobile/15E148 Safari/604.1\";s:5:\"login\";i:1593964235;}}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['45', 'Clara', 'clara', 'claraalfaro@me.com', nan, '2013-07-08 16:46:56', '$P$BIwpSjEYtbb0r2Yop4HvgbHSl6f0qZ/', '0', 'Clara Alfaro', 's2member_level4', nan, 'Clara', 'Alfaro', 'Clara', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Mon Sep 07 2020 06:21:49 GMT-0400', '5.152.172.137', '323', '{\"level\":1373302016,\"level4\":1373302016}', '1', 'paypal', 'I-L9A7GPEKGRRV', 'miastral.com', '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-L9A7GPEKGRRV\",\"last_name\":\"Alfaro Brujo\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"5.152.172.137\",\"residence_country\":\"ES\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Anual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"300.00\",\"recurring\":\"300.00\",\"verify_sign\":\"A1c3jw3C7NhiAhhhDN.T7m6uZtVRAvk8JRV-Hbtd-DUrq66jhwAW2KSy\",\"payer_status\":\"verified\",\"payer_email\":\"claraalfaro@mac.com\",\"first_name\":\"Clara\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"UEZW6R9TY2YMU\",\"option_name1\":\"Originating Domain\",\"invoice\":\"51daeba19084f~5.152.172.137\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"09:45:07 Jul 08, 2013 PDT\",\"custom\":\"miastral.com\",\"charset\":\"windows-1252\",\"notify_version\":\"3.7\",\"period3\":\"1 Y\",\"mc_amount3\":\"300.00\",\"ipn_track_id\":\"7fd3c38f4b7c7\",\"subscr_gateway\":\"paypal\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"5.152.172.137\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"300.00\",\"regular\":\"300.00\",\"regular_term\":\"1 Y\"}', '3AJ64428S53837158', 'Wed Jul 08 2020 08:17:38 GMT-0400', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:3:{s:64:\"8086733ad3764358d56675287c9ba17a4163d16b8fe04346f2f4d80a4f341eae\";a:4:{s:10:\"expiration\";i:1627326617;s:2:\"ip\";s:12:\"62.83.77.152\";s:2:\"ua\";s:126:\"Mozilla/5.0 (iPad; CPU OS 10_3_3 like Mac OS X) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.0 Mobile/14G60 Safari/602.1\";s:5:\"login\";i:1595790617;}s:64:\"870a29d310585e24ae0865e26a38cca9bf0773b47fa74bbdb111de2bc8ad12a5\";a:4:{s:10:\"expiration\";i:1627787670;s:2:\"ip\";s:12:\"81.35.120.27\";s:2:\"ua\";s:139:\"Mozilla/5.0 (iPhone; CPU iPhone OS 13_3_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.0.5 Mobile/15E148 Safari/604.1\";s:5:\"login\";i:1596251670;}s:64:\"e4f3b3cbca13877521098ba8464252ed4724dd83c378aadbeebcacfa09c134f0\";a:4:{s:10:\"expiration\";i:1631010109;s:2:\"ip\";s:14:\"37.222.204.122\";s:2:\"ua\";s:126:\"Mozilla/5.0 (iPad; CPU OS 10_3_3 like Mac OS X) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.0 Mobile/14G60 Safari/602.1\";s:5:\"login\";i:1599474109;}}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['48', 'wenvillarruel', 'wenvillarruel', 'awhernandez75@gmail.com', nan, '2013-07-08 21:57:02', 'iE9NCjqVrAJtHWHtMAUG', '0', 'Wendy Hernandez', 's2member_level4', nan, 'Wendy', 'Hernandez', 'wenvillarruel', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Sun Mar 11 2018 23:39:46 GMT-0400', '187.237.39.24', '178', '{\"level\":1373320622,\"level4\":1373320622}', nan, 'paypal', nan, nan, nan, nan, 'Wed Dec 31 1969 20:00:00 GMT-0400', nan, nan, nan, nan, '1378743081', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:1:{s:64:\"b440f9a42f9d9d5ffbd74daf09f13abfe5dab564098eba3932eaf64839025feb\";a:4:{s:10:\"expiration\";i:1522035586;s:2:\"ip\";s:14:\"189.216.99.177\";s:2:\"ua\";s:136:\"Mozilla/5.0 (iPhone; CPU iPhone OS 11_2_6 like Mac OS X) AppleWebKit/604.5.6 (KHTML, like Gecko) Version/11.0 Mobile/15D100 Safari/604.1\";s:5:\"login\";i:1520825986;}}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['61', 'franciscaroni', 'franciscaroni', 'franciscaroni@gmail.com', nan, '2013-07-12 22:58:21', nan, '0', 'francis suarez', 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ID @ time of demotion: paypal -› I-8N1H5L8S4B47', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:1:{i:1482258226;s:15:\"s2member_level4\";}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['131', 'MINEMARQUEZ', 'minemarquez', 'minnemarquez@gmail.com', nan, '2013-08-28 06:43:41', nan, '0', 'MINERVA MARQUEZ', 's2member_level4', nan, 'MINERVA', 'MARQUEZ', 'MINEMARQUEZ', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Mon Sep 14 2020 12:11:48 GMT-0400', '201.110.140.80', '552', '{\"level\":1377672221,\"level4\":1377672221}', nan, nan, nan, nan, nan, nan, 'Wed Dec 31 1969 20:00:00 GMT-0400', nan, nan, 'Demoted by s2Member: Mon Oct 28, 2013 2:59 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-W9DBUEX7NHS9\\nDemoted by s2Member: Wed Jan 27, 2016 8:34 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-M6UGL1XS2BCU\\nDemoted by s2Member: Mon Apr 4, 2016 12:04 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-MUM7AHAY3D59\\nDemoted by s2Member: Thu Apr 19, 2018 11:24 am UTC\\nPaid Subscr. 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Anual.  12/08/16 // Cuenta venció el 12/08/17\\n\\nArg. Anual reactivada el 25 de agosto 2017 / Cuenta venció el 25 de agosto de 2018\\n\\nArg. Anual. Cuenta reactivada el 31 de agosto de 2018/ Cuenta venció el 31 de Agosto de 2019\\n\\nArg. Anual. Cuenta reactivada el 08 de abril de 2020', nan, '1589222571', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:4:{i:1437395984;s:16:\"-s2member_level4\";i:1438029027;s:15:\"s2member_level4\";i:1470838373;s:16:\"-s2member_level4\";i:1471031664;s:15:\"s2member_level4\";}', nan, nan, nan, nan, nan, nan, nan, 'a:2:{s:64:\"18f501ddc6919dcb0043f0839530a6230d31ab49d3727b0aea8dcd3ebbef876d\";a:4:{s:10:\"expiration\";i:1627288581;s:2:\"ip\";s:14:\"90.170.101.179\";s:2:\"ua\";s:139:\"Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.1.1 Mobile/15E148 Safari/604.1\";s:5:\"login\";i:1595752581;}s:64:\"1b0b1356a237e82552f530bdf6f6cb74c2482e55296927e808bf28068476ed8e\";a:4:{s:10:\"expiration\";i:1631036237;s:2:\"ip\";s:14:\"90.170.101.179\";s:2:\"ua\";s:139:\"Mozilla/5.0 (iPhone; CPU iPhone OS 13_6_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.1.2 Mobile/15E148 Safari/604.1\";s:5:\"login\";i:1599500237;}}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, '{\"1503603078.0001\":\"-level1\",\"1503603078.0002\":\"-level2\",\"1503603078.0003\":\"-level3\",\"1503603078.0004\":\"-level4\",\"1503689282.0001\":\"level1\",\"1503689282.0002\":\"level2\",\"1503689282.0003\":\"level3\",\"1503689282.0004\":\"level4\",\"1535385039.0001\":\"-level1\",\"1535385039.0002\":\"-level2\",\"1535385039.0003\":\"-level3\",\"1535385039.0004\":\"-level4\",\"1535733296.0001\":\"level1\",\"1535733296.0002\":\"level2\",\"1535733296.0003\":\"level3\",\"1535733296.0004\":\"level4\",\"1567442527.0001\":\"-level1\",\"1567442527.0002\":\"-level2\",\"1567442527.0003\":\"-level3\",\"1567442527.0004\":\"-level4\",\"1586383310.0001\":\"level1\",\"1586383310.0002\":\"level2\",\"1586383310.0003\":\"level3\",\"1586383310.0004\":\"level4\",\"1588978737.0001\":\"-level1\",\"1588978737.0002\":\"-level2\",\"1588978737.0003\":\"-level3\",\"1588978737.0004\":\"-level4\",\"1589222571.0001\":\"level1\",\"1589222571.0002\":\"level2\",\"1589222571.0003\":\"level3\",\"1589222571.0004\":\"level4\"}', nan, nan, nan, nan, nan, 'a:0:{}', '1', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'true', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['139', 'cgarcia23', 'cgarcia23', 'cynthiagar64@hotmail.com', nan, '2013-09-02 18:39:50', nan, '0', 'Cinthia Garcia', 's2member_level4', nan, 'Cinthia', 'Garcia', 'cgarcia23', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Mon Sep 14 2020 07:24:54 GMT-0400', '186.7.16.203', '816', '{\"level\":1378147190,\"level2\":1378147190,\"level4\":1522343971}', nan, 'paypal', 'I-VG1LUTKFP5DX', 'miastral.com', '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-VG1LUTKFP5DX\",\"last_name\":\"Garcia\",\"option_selection1\":\"139\",\"option_selection2\":\"168.196.126.99\",\"residence_country\":\"DO\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"A00ZnsNH5LtCdimPdJCzMdGJgE5JAwMUDcmJM7W9DXsB3u8RU9LAU6jj\",\"payer_status\":\"verified\",\"payer_email\":\"csfashionproject@live.com\",\"first_name\":\"Cinthia\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"option_name1\":\"Referencing Customer ID\",\"payer_id\":\"AFSRT8N8VT4AN\",\"invoice\":\"5f39a5e1a3e70~168.196.126.99\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"payer_business_name\":\"Xcentriss By Cinthia Garcia\",\"subscr_date\":\"14:33:35 Aug 16, 2020 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"8d60b49de9500\",\"option_selection\":\"139\",\"amount\":\"30.00\",\"option_name\":\"Referencing Customer ID\",\"period\":\"1 M\",\"mc_amount\":\"30.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-VG1LUTKFP5DX\",\"subscr_cid\":\"I-VG1LUTKFP5DX\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"168.196.126.99\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}', '6E234920B5860774C', 'Wed Sep 16 2020 07:15:40 GMT-0400', nan, nan, 'Demoted by s2Member: Thu Oct 3, 2013 6:49 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-3CJBPAY5PARY\\nDemoted by s2Member: Mon Jul 9, 2018 11:28 am UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-E0S5BY671BJ2\\nDemoted by s2Member: Mon Jun 1, 2020 12:51 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-KYCJMVLNSV43\\nDemoted by s2Member: Fri Aug 7, 2020 12:06 pm UTC\\nPaid Subscr. 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ID @ time of demotion: paypal -› I-HY91M6YNPF4W\\nDemoted by s2Member: Fri Mar 24, 2017 1:48 pm UTC\\nPaid Subscr. 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ID @ time of demotion: paypal -› I-S7VUDCCJGDJC\\nDemoted by s2Member: Sat Jun 17, 2017 1:04 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-F239P7FC5XG8\\nDemoted by s2Member: Fri Sep 25, 2020 5:30 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-LDELF0D981L7', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:2:{i:1452342174;s:16:\"-s2member_level4\";i:1465313779;s:15:\"s2member_level4\";}', nan, nan, nan, nan, nan, nan, nan, 'a:1:{s:64:\"4f1a90eadb66ba5514ba1b2ea3c16a8a75b64f134e48dfa81c0533e517cc1681\";a:4:{s:10:\"expiration\";i:1578095744;s:2:\"ip\";s:14:\"170.51.140.188\";s:2:\"ua\";s:139:\"Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/12.1.2 Mobile/15E148 Safari/604.1\";s:5:\"login\";i:1577922944;}}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, '{\"1497704664.0001\":\"-level1\",\"1497704664.0002\":\"-level2\",\"1497704664.0003\":\"-level3\",\"1497704664.0004\":\"-level4\",\"1536774862.0001\":\"level1\",\"1536774862.0002\":\"level2\",\"1536774862.0003\":\"level3\",\"1536774862.0004\":\"level4\",\"1601055002.0013\":\"-level1\",\"1601055002.0014\":\"-level2\",\"1601055002.0015\":\"-level3\",\"1601055002.0016\":\"-level4\"}', '1599658670', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['272', 'soniasoglia', 'soniasoglia', 'soniasoglia@yahoo.com.ar', nan, '2013-10-31 21:57:25', nan, '0', 'sonia soglia', 's2member_level4', nan, 'sonia', 'soglia', 'soniasoglia', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Mon Jul 21 2014 10:31:49 GMT-0430', '67.176.62.150', '95', '{\"level\":1383256645,\"level2\":1383256645,\"level4\":1388756838}', nan, nan, nan, nan, nan, nan, 'Wed Dec 31 1969 20:00:00 GMT-0400', nan, nan, nan, nan, '1388893190', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:1:{i:1405696490;s:15:\"s2member_level4\";}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['273', 'brigittesaint', 'brigittesaint', 'brigittesaint@hotmail.com', nan, '2013-11-01 03:22:54', nan, '0', 'Brigitte Saint-Hilaire', 's2member_level4', nan, 'Brigitte', 'Saint-Hilaire', 'brigittesaint', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Wed Feb 08 2017 17:53:16 GMT-0400', '190.166.194.59', '941', '{\"level\":1383276174,\"level4\":1383276174}', nan, 'paypal', 'I-NJPP0XAG56RR', nan, nan, '0PD28027EU836990P', 'Tue Sep 15 2020 07:25:15 GMT-0400', nan, nan, 'Demoted by s2Member: Sat May 16, 2015 11:02 am UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-FD73U8AUR6TA', nan, '1561491092', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:3:{i:1430669094;s:16:\"-s2member_level4\";i:1430923956;s:15:\"s2member_level4\";i:1431774161;s:16:\"-s2member_level4\";}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, '{\"1550071595.0001\":\"level1\",\"1550071595.0002\":\"level2\",\"1550071595.0003\":\"level3\",\"1550071595.0004\":\"level4\",\"1555344325.0001\":\"-level1\",\"1555344325.0002\":\"-level2\",\"1555344325.0003\":\"-level3\",\"1555344325.0004\":\"-level4\",\"1561491092.0001\":\"level1\",\"1561491092.0002\":\"level2\",\"1561491092.0003\":\"level3\",\"1561491092.0004\":\"level4\"}', nan, nan, nan, nan, nan, 'a:0:{}', '1', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'true', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None], ['276', 'cinthia7', 'cinthia7', 'cinthialarreategui@hotmail.com', nan, '2013-11-02 16:47:36', nan, '0', 'cinthia larreategui', 's2member_level4', nan, 'cinthia', 'larreategui', 'cinthia7', nan, 'true', 'false', 'fresh', '0', 'true', '{\"s2member_level4\":true}', '0', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'Tue Nov 20 2018 21:57:05 GMT-0400', '198.228.200.18', '17', '{\"level\":1383410856,\"level2\":1383410856,\"level4\":1409012003}', nan, 'paypal', 'I-17N8H4D81V7F', nan, nan, '3YA91413A3269413D', 'Mon Nov 26 2018 09:19:49 GMT-0400', nan, nan, 'Demoted by s2Member: Wed Nov 12, 2014 12:45 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-CWE6A31VPVYW', nan, '1542810233', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'a:2:{i:1409012003;s:16:\"-s2member_level2\";i:1415796358;s:16:\"-s2member_level4\";}', nan, nan, nan, nan, nan, nan, nan, 'a:1:{s:64:\"9406ec4b9027d978a2b3e8d409d22fbe171ad7ae64b254f957001a788373cb32\";a:4:{s:10:\"expiration\";i:1543975025;s:2:\"ip\";s:12:\"68.199.48.72\";s:2:\"ua\";s:143:\"Mozilla/5.0 (iPhone; CPU iPhone OS 12_0_1 like Mac OS X) AppleWebKit/604.1.34 (KHTML, like Gecko) GSA/62.1.220348572 Mobile/16A404 Safari/604.1\";s:5:\"login\";i:1542765425;}}', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, '{\"1542810233.0001\":\"level1\",\"1542810233.0002\":\"level2\",\"1542810233.0003\":\"level3\",\"1542810233.0004\":\"level4\"}', nan, nan, nan, nan, nan, 'a:0:{}', '1', nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, None, None]]}}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6167: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 6213 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "_output = df.ext.buffer_window(\"*\", 4, 34).ext.to_json(\"*\")\n",
    "print(_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_user-settings-time': {'stats': {'match': 6213,\n",
       "    'missing': 6210,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6210},\n",
       "     {'value': '1594420034', 'count': 1},\n",
       "     {'value': '1431825623', 'count': 1},\n",
       "     {'value': '1414349454', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_options': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_check_when': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_guess_lang': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__AtD_ignored_phrases': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__aim': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__yim': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__jabber': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__nav_menu_recently_edited': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__managenav-menuscolumnshidden': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_nav-menus': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_post': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_post': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__pmpro_logins': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__pmpro_visits': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__pmpro_views': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_last_login_time': {'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date',\n",
       "     'format': '%a %b %d %Y %H:%M:%S %Z-%Y'},\n",
       "    'frequency': [{'value': 'Wed Dec 31 1969 20:00:00 GMT-0400', 'count': 39},\n",
       "     {'value': 'Wed Sep 16 2020 10:35:53 GMT-0400', 'count': 3},\n",
       "     {'value': 'Wed Sep 16 2020 13:37:42 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sun Sep 06 2020 14:20:14 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 14:34:57 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 20:05:23 GMT-0400', 'count': 2},\n",
       "     {'value': 'Thu Sep 10 2020 20:22:34 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 20:25:12 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 08:26:43 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 15:46:42 GMT-0400', 'count': 2},\n",
       "     {'value': 'Tue Sep 15 2020 13:49:33 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 22:26:42 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 06:17:07 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 09:53:14 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 20:52:18 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 22:51:19 GMT-0400', 'count': 2},\n",
       "     {'value': 'Mon Sep 14 2020 13:49:44 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sun Sep 06 2020 12:50:22 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 21:58:50 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 16 2020 06:47:54 GMT-0400', 'count': 2},\n",
       "     {'value': 'Mon Sep 14 2020 05:36:22 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sun Sep 06 2020 11:55:43 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 12:09:05 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 12:00:58 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 11:58:54 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 14:44:55 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 11:59:36 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 11:52:21 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 14:48:52 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 11:50:32 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 11:49:35 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 14:06:34 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sun Sep 06 2020 12:04:25 GMT-0400', 'count': 1}],\n",
       "    'count_uniques': 6154},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date',\n",
       "    'format': '%a %b %d %Y %H:%M:%S %Z-%Y'}},\n",
       "  'meta_key__wp_s2member_registration_ip': {'stats': {'match': 5326,\n",
       "    'missing': 25,\n",
       "    'mismatch': 887,\n",
       "    'profiler_dtype': {'dtype': 'ip'},\n",
       "    'frequency': [{'value': '127.0.0.1', 'count': 316},\n",
       "     {'value': '190.217.4.106', 'count': 25},\n",
       "     {'value': 'nan', 'count': 25},\n",
       "     {'value': '190.52.103.22', 'count': 9},\n",
       "     {'value': '190.74.63.14', 'count': 4},\n",
       "     {'value': '2600:387:9:4:0:0:0:56', 'count': 3},\n",
       "     {'value': '38.142.223.114', 'count': 3},\n",
       "     {'value': '108.162.238.254', 'count': 3},\n",
       "     {'value': '38.100.196.130', 'count': 2},\n",
       "     {'value': '50.118.145.28', 'count': 2},\n",
       "     {'value': '200.68.128.132', 'count': 2},\n",
       "     {'value': '108.162.219.205', 'count': 2},\n",
       "     {'value': '62.175.111.56', 'count': 2},\n",
       "     {'value': '187.237.25.70', 'count': 2},\n",
       "     {'value': '200.95.170.94', 'count': 2},\n",
       "     {'value': '88.23.19.41', 'count': 2},\n",
       "     {'value': '190.130.74.70', 'count': 2},\n",
       "     {'value': '187.210.189.219', 'count': 2},\n",
       "     {'value': '181.49.108.218', 'count': 2},\n",
       "     {'value': '187.237.25.50', 'count': 2},\n",
       "     {'value': '31.4.243.139', 'count': 2},\n",
       "     {'value': '190.64.68.42', 'count': 2},\n",
       "     {'value': '158.169.150.4', 'count': 2},\n",
       "     {'value': '2600:387:9:4:0:0:0:43', 'count': 2},\n",
       "     {'value': '186.143.199.150', 'count': 2},\n",
       "     {'value': '23.27.249.53', 'count': 2},\n",
       "     {'value': '190.9.56.137', 'count': 2},\n",
       "     {'value': '66.249.88.208', 'count': 2},\n",
       "     {'value': '63.245.105.26', 'count': 2},\n",
       "     {'value': '200.68.129.160', 'count': 2},\n",
       "     {'value': '201.144.174.31', 'count': 2},\n",
       "     {'value': '200.61.38.44', 'count': 2},\n",
       "     {'value': '189.168.149.81', 'count': 1}],\n",
       "    'count_uniques': 5809},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'ip'}},\n",
       "  'meta_key__wp_s2member_login_counter': {'stats': {'match': 6174,\n",
       "    'missing': 39,\n",
       "    'mismatch': 39,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': '4', 'count': 70},\n",
       "     {'value': '2', 'count': 67},\n",
       "     {'value': '5', 'count': 67},\n",
       "     {'value': '3', 'count': 65},\n",
       "     {'value': '1', 'count': 58},\n",
       "     {'value': '6', 'count': 57},\n",
       "     {'value': '7', 'count': 56},\n",
       "     {'value': '8', 'count': 56},\n",
       "     {'value': '10', 'count': 47},\n",
       "     {'value': '12', 'count': 47},\n",
       "     {'value': '9', 'count': 44},\n",
       "     {'value': '14', 'count': 42},\n",
       "     {'value': '13', 'count': 40},\n",
       "     {'value': '16', 'count': 39},\n",
       "     {'value': '17', 'count': 39},\n",
       "     {'value': 'nan', 'count': 39},\n",
       "     {'value': '15', 'count': 37},\n",
       "     {'value': '11', 'count': 36},\n",
       "     {'value': '50', 'count': 32},\n",
       "     {'value': '18', 'count': 32},\n",
       "     {'value': '39', 'count': 32},\n",
       "     {'value': '22', 'count': 32},\n",
       "     {'value': '29', 'count': 31},\n",
       "     {'value': '20', 'count': 31},\n",
       "     {'value': '21', 'count': 30},\n",
       "     {'value': '63', 'count': 29},\n",
       "     {'value': '31', 'count': 29},\n",
       "     {'value': '24', 'count': 28},\n",
       "     {'value': '23', 'count': 27},\n",
       "     {'value': '30', 'count': 27},\n",
       "     {'value': '27', 'count': 26},\n",
       "     {'value': '45', 'count': 26},\n",
       "     {'value': '37', 'count': 25}],\n",
       "    'count_uniques': 1426},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__wp_s2member_paid_registration_times': {'stats': {'match': 6212,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': '{\"level\":1600270132,\"level4\":1600270132}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"level\":1520478968,\"level4\":1520478968}', 'count': 1},\n",
       "     {'value': '{\"level\":1519324650,\"level4\":1519324650}', 'count': 1},\n",
       "     {'value': '{\"level\":1519321829,\"level4\":1519321829}', 'count': 1},\n",
       "     {'value': '{\"level\":1519303893,\"level4\":1519303893}', 'count': 1},\n",
       "     {'value': '{\"level\":1519261134,\"level4\":1519261134}', 'count': 1},\n",
       "     {'value': '{\"level\":1519197319,\"level4\":1519197319}', 'count': 1},\n",
       "     {'value': '{\"level\":1519425205,\"level4\":1519425205}', 'count': 1},\n",
       "     {'value': '{\"level\":1519880884,\"level4\":1519880884}', 'count': 1},\n",
       "     {'value': '{\"level\":1519926436,\"level4\":1519926436}', 'count': 1},\n",
       "     {'value': '{\"level\":1519939342,\"level4\":1519939342}', 'count': 1},\n",
       "     {'value': '{\"level\":1520788656,\"level4\":1520788656}', 'count': 1},\n",
       "     {'value': '{\"level\":1520722016,\"level4\":1520722016}', 'count': 1},\n",
       "     {'value': '{\"level\":1520706146,\"level4\":1520706146}', 'count': 1},\n",
       "     {'value': '{\"level\":1520689636,\"level4\":1520689636}', 'count': 1},\n",
       "     {'value': '{\"level\":1520542260,\"level4\":1520542260}', 'count': 1},\n",
       "     {'value': '{\"level\":1520458845,\"level4\":1520458845}', 'count': 1},\n",
       "     {'value': '{\"level\":1520950350,\"level4\":1520950350}', 'count': 1},\n",
       "     {'value': '{\"level\":1520435874,\"level4\":1520435874}', 'count': 1},\n",
       "     {'value': '{\"level\":1520367973,\"level4\":1520367973}', 'count': 1},\n",
       "     {'value': '{\"level\":1520304223,\"level4\":1520304223}', 'count': 1},\n",
       "     {'value': '{\"level\":1520301266,\"level4\":1520301266}', 'count': 1},\n",
       "     {'value': '{\"level\":1520259702,\"level4\":1520259702}', 'count': 1},\n",
       "     {'value': '{\"level\":1520216824,\"level4\":1520216824}', 'count': 1},\n",
       "     {'value': '{\"level\":1520197914,\"level4\":1520197914}', 'count': 1},\n",
       "     {'value': '{\"level\":1520181404,\"level4\":1520181404}', 'count': 1},\n",
       "     {'value': '{\"level\":1520168727,\"level4\":1520168727}', 'count': 1},\n",
       "     {'value': '{\"level\":1520129713,\"level4\":1520129713}', 'count': 1},\n",
       "     {'value': '{\"level\":1520043365,\"level4\":1520043365}', 'count': 1},\n",
       "     {'value': '{\"level\":1520028186,\"level4\":1520028186}', 'count': 1},\n",
       "     {'value': '{\"level\":1520025769,\"level4\":1520025769}', 'count': 1},\n",
       "     {'value': '{\"level\":1520025618,\"level4\":1520025618}', 'count': 1},\n",
       "     {'value': '{\"level\":1519325590,\"level4\":1519325590}', 'count': 1}],\n",
       "    'count_uniques': 6213},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__default_password_nag': {'stats': {'match': 2915,\n",
       "    'missing': 3298,\n",
       "    'mismatch': 3298,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': 'nan', 'count': 3298},\n",
       "     {'value': '1', 'count': 2915}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__wp_s2member_subscr_gateway': {'stats': {'match': 4432,\n",
       "    'missing': 1781,\n",
       "    'mismatch': 1781,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'paypal', 'count': 4431},\n",
       "     {'value': 'nan', 'count': 1781},\n",
       "     {'value': 'alipay', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_subscr_id': {'stats': {'match': 4407,\n",
       "    'missing': 1806,\n",
       "    'mismatch': 1806,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 1806},\n",
       "     {'value': 'I-FCUJKPCHYP39', 'count': 2},\n",
       "     {'value': 'I-SYF3GKDKM0GC', 'count': 2},\n",
       "     {'value': 'I-WYGSKV8651P6', 'count': 2},\n",
       "     {'value': 'I-DTC39GV5GM03', 'count': 2},\n",
       "     {'value': 'I-K8D9C7U7D8NL', 'count': 2},\n",
       "     {'value': 'I-W20RNEFDCLR7', 'count': 2},\n",
       "     {'value': 'I-9DU3M9RMLAL2', 'count': 2},\n",
       "     {'value': 'I-UDYJC97DFCEP', 'count': 2},\n",
       "     {'value': 'I-L4VX4F2K33LV', 'count': 2},\n",
       "     {'value': 'I-VARV42ND53TU', 'count': 2},\n",
       "     {'value': 'I-L8NDG3FA6GT3', 'count': 2},\n",
       "     {'value': 'I-BVEAGMKW7FU0', 'count': 2},\n",
       "     {'value': 'I-BUM3P0B8BD1N', 'count': 2},\n",
       "     {'value': 'I-YF4AY3U4062J', 'count': 2},\n",
       "     {'value': 'I-GHM84LF8EWGD', 'count': 2},\n",
       "     {'value': 'I-U4HJL8VH9XWG', 'count': 2},\n",
       "     {'value': 'I-VP2N1UM9KXCC', 'count': 2},\n",
       "     {'value': 'I-D3DN8XUPY8SB', 'count': 2},\n",
       "     {'value': 'I-9E7CUF310JYX', 'count': 2},\n",
       "     {'value': 'I-JXV3M850K94D', 'count': 2},\n",
       "     {'value': 'I-91B4RW1RBDMT', 'count': 2},\n",
       "     {'value': 'I-125V3DC2CW68', 'count': 2},\n",
       "     {'value': 'I-162M068BH7XY', 'count': 2},\n",
       "     {'value': 'I-2WL8J7X390H4', 'count': 2},\n",
       "     {'value': 'I-99HTY7BAHHUS', 'count': 2},\n",
       "     {'value': 'I-GYJMPK97ESSV', 'count': 2},\n",
       "     {'value': 'I-6V417N4DGJB8', 'count': 2},\n",
       "     {'value': 'I-TMXGGSJSRPXD', 'count': 2},\n",
       "     {'value': 'I-W1HJ3D0AT4WY', 'count': 2},\n",
       "     {'value': 'I-NJPP0XAG56RR', 'count': 2},\n",
       "     {'value': 'I-EVJEJSHH22WN', 'count': 2},\n",
       "     {'value': 'I-WUMNEWGW0HVT', 'count': 2}],\n",
       "    'count_uniques': 4340},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_custom': {'stats': {'match': 4808,\n",
       "    'missing': 1405,\n",
       "    'mismatch': 1405,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'miastral.com', 'count': 4807},\n",
       "     {'value': 'nan', 'count': 1405},\n",
       "     {'value': 'I-X4ARTSV63XHC', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_ipn_signup_vars': {'stats': {'match': 3382,\n",
       "    'missing': 2831,\n",
       "    'mismatch': 2831,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 2831},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-966HWTS4K3AR\",\"last_name\":\"Cruces\",\"option_selection1\":\"10462\",\"option_selection2\":\"201.236.191.78\",\"residence_country\":\"CL\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"AeCJKziyZJjx5v9CSVe9ksQ6J.aNAg1.69znJpHcyH9bTXTivgR60bUB\",\"payer_status\":\"unverified\",\"payer_email\":\"nidiacrucesg@gmail.com\",\"first_name\":\"NIDIA\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"BKXA7LXFCRB5G\",\"option_name1\":\"Referencing Customer ID\",\"invoice\":\"5da4735d91024~201.236.191.78\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"06:10:21 Oct 14, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"dbf08627e5e0c\",\"option_selection\":\"10462\",\"amount\":\"30.00\",\"option_name\":\"Referencing Customer ID\",\"period\":\"1 M\",\"mc_amount\":\"30.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-966HWTS4K3AR\",\"subscr_cid\":\"I-966HWTS4K3AR\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"201.236.191.78\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9N231RC5T2XJ\",\"last_name\":\"Castellanos\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"190.77.103.1\",\"residence_country\":\"US\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Semestral)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"150.00\",\"recurring\":\"150.00\",\"verify_sign\":\"AJXTFPj0MhQ.ZuJ0QNqRFcE.XwUeAEshXl0LS0ov4bph8dWcFQvRLIZ7\",\"payer_status\":\"unverified\",\"payer_email\":\"cleysi@yahoo.com\",\"first_name\":\"Leysi\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"5QQPGY72LHDZU\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5c2d548126bf3~190.77.103.1\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"18:13:46 Jan 02, 2019 PST\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"6 M\",\"mc_amount3\":\"150.00\",\"ipn_track_id\":\"3732511820362\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9N231RC5T2XJ\",\"subscr_cid\":\"I-9N231RC5T2XJ\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"190.77.103.1\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"150.00\",\"regular\":\"150.00\",\"regular_term\":\"6 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9N2VJWCNE2XJ\",\"last_name\":\"Flores Naime\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"190.178.199.31\",\"residence_country\":\"MX\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"AOdpyeDf4EN2ou0ev4-qSIq.8KwrA2C0ntxwJ9Z8Ll9LHJEpU1DA1HQr\",\"payer_status\":\"unverified\",\"payer_email\":\"patty_flna@hotmail.com\",\"first_name\":\"Patricia\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"7EPXEY9Y3AJ4N\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5ace695e4c727~190.178.199.31\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"13:25:20 Apr 11, 2018 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"a602e73974d84\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9N2VJWCNE2XJ\",\"subscr_cid\":\"I-9N2VJWCNE2XJ\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"190.178.199.31\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
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       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9K0TNWT1GSAK\",\"last_name\":\"Mady\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"46.27.164.158\",\"residence_country\":\"AE\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Semestral)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"150.00\",\"recurring\":\"150.00\",\"verify_sign\":\"Az1VfXyFVVrYj1VXVd4SiyPdg6N3AljxrXdKlHkhOo80fmZy9SjPznlB\",\"payer_status\":\"unverified\",\"payer_email\":\"nayanamady@gmail.com\",\"first_name\":\"Nayana\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"X574E4VRXVBFL\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5af74a3a3d609~46.27.164.158\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"13:36:25 May 12, 2018 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"6 M\",\"mc_amount3\":\"150.00\",\"ipn_track_id\":\"57814dea78dda\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9K0TNWT1GSAK\",\"subscr_cid\":\"I-9K0TNWT1GSAK\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"46.27.164.158\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"150.00\",\"regular\":\"150.00\",\"regular_term\":\"6 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9DU3M9RMLAL2\",\"last_name\":\"PLAZA CHAVARRIA\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"167.61.152.109\",\"residence_country\":\"CO\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"A4SsfoVR9kVI5Cf2cpVidc26rtHkAX3GpSKjGUJmviLGYkH263TV.W0F\",\"payer_status\":\"unverified\",\"payer_email\":\"splazac@hotmail.com\",\"first_name\":\"SARA\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"8U9CEV2WVRF3U\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5acb6a3966311~167.61.152.109\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"06:47:21 Apr 09, 2018 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"81ad0e2919c19\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9DU3M9RMLAL2\",\"subscr_cid\":\"I-9DU3M9RMLAL2\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"167.61.152.109\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
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       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9DEH8U5R8FTX\",\"last_name\":\"Casallas\",\"option_selection1\":\"123655\",\"option_selection2\":\"186.86.33.102\",\"residence_country\":\"CO\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Semestral)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"150.00\",\"recurring\":\"150.00\",\"verify_sign\":\"AWLD1wfK10esoLpv0WJRajwu.koRAS.ylW4RvesRjOiUPJqMpsZwwqvz\",\"payer_status\":\"unverified\",\"payer_email\":\"astralsquad3@gmail.com\",\"first_name\":\"Daniela\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"LU64X2F5WZZNW\",\"option_name1\":\"Referencing Customer ID\",\"invoice\":\"5f0b756aaf2a0~186.86.33.102\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"13:43:12 Jul 12, 2020 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"6 M\",\"mc_amount3\":\"150.00\",\"ipn_track_id\":\"7ce73a1aba45c\",\"option_selection\":\"123655\",\"amount\":\"150.00\",\"option_name\":\"Referencing Customer ID\",\"period\":\"6 M\",\"mc_amount\":\"150.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9DEH8U5R8FTX\",\"subscr_cid\":\"I-9DEH8U5R8FTX\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"186.86.33.102\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"150.00\",\"regular\":\"150.00\",\"regular_term\":\"6 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-949AUHA6DJGK\",\"last_name\":\"Davila\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"2a02:a03f:3c72:8700:4483:9600:5ca9:9732\",\"residence_country\":\"BE\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Anual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"300.00\",\"recurring\":\"300.00\",\"verify_sign\":\"A-BqztFKRgXrQcN8-FUCmnuSHyNVAAIhoujgTDuu8l550NFgNyg5pcpm\",\"payer_status\":\"unverified\",\"payer_email\":\"mangelda@yahoo.com\",\"first_name\":\"Maria\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"FKJDSPLXNHNEG\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5b10dd4a5843e~2a02:a03f:3c72:8700:4483:9600:5ca9:9732\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"22:46:15 May 31, 2018 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 Y\",\"mc_amount3\":\"300.00\",\"ipn_track_id\":\"f629d98b173ce\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-949AUHA6DJGK\",\"subscr_cid\":\"I-949AUHA6DJGK\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"2a02:a03f:3c72:8700:4483:9600:5ca9:9732\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"300.00\",\"regular\":\"300.00\",\"regular_term\":\"1 Y\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-949MXMVCVHUE\",\"last_name\":\"Nunez\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"190.244.106.196\",\"residence_country\":\"US\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"Ak7K6oMPPfR90eIBRFaWii5mMzhnAl0pb4oOPz6le8aDavAYQYmY-2eq\",\"payer_status\":\"unverified\",\"payer_email\":\"mafer6682@gmail.com\",\"first_name\":\"Maria\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"XQYP4574D92EW\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5aa3d6527d878~190.244.106.196\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"05:45:42 Mar 10, 2018 PST\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"d2212807ec332\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-949MXMVCVHUE\",\"subscr_cid\":\"I-949MXMVCVHUE\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"190.244.106.196\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-949UA4VFUGUE\",\"last_name\":\"Dur\\\\u00e1n\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"84.211.15.70\",\"residence_country\":\"ES\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"A-F8wf-H3j3TEn7AOZPQVAeRKgvUAksmfgZ8DoNPhhZ.9c7ps-IJJRMj\",\"payer_status\":\"unverified\",\"payer_email\":\"sonia.pinto.duran@gmail.com\",\"first_name\":\"Sonia\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"EK95R27YFBM7J\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5d5ced9681fca~84.211.15.70\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"00:45:58 Aug 21, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"3668e329d737f\",\"option_selection\":\"miastral.com\",\"amount\":\"30.00\",\"option_name\":\"Originating Domain\",\"period\":\"1 M\",\"mc_amount\":\"30.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-949UA4VFUGUE\",\"subscr_cid\":\"I-949UA4VFUGUE\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"84.211.15.70\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
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       "      'count': 1},\n",
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       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-99HTY7BAHHUS\",\"last_name\":\"Mejia\",\"option_selection1\":\"12911\",\"option_selection2\":\"201.241.64.232\",\"residence_country\":\"CL\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"ACTulRZiaH.9CTrgBSlCik79TkABAQoIP.Hx6OqXqv2b3W0s6hTWmmur\",\"payer_status\":\"verified\",\"payer_email\":\"machu_25@hotmail.com\",\"first_name\":\"Maribel\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"KUSVJLLGZ4MTA\",\"option_name1\":\"Referencing Customer ID\",\"invoice\":\"5ca7d9058a7b0~201.241.64.232\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"15:39:38 Apr 05, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"d2d4fdb74d00a\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-99HTY7BAHHUS\",\"subscr_cid\":\"I-99HTY7BAHHUS\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"201.241.64.232\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9A6NV72NHL7F\",\"last_name\":\"gimenez\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"73.204.121.223\",\"residence_country\":\"US\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Semestral)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"150.00\",\"recurring\":\"150.00\",\"verify_sign\":\"AeoNCVp5fAdDRHWQ2mlv1VEfZLmOAHkqggsm5bpoXNt4eRtU.tihJ4Rd\",\"payer_status\":\"unverified\",\"payer_email\":\"ygs1405@gmail.com\",\"first_name\":\"ivonne\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"ZH9PE72U3LQAL\",\"option_name1\":\"Originating Domain\",\"invoice\":\"55e4193bd1b50~73.204.121.223\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"02:11:07 Aug 31, 2015 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.8\",\"period3\":\"6 M\",\"mc_amount3\":\"150.00\",\"ipn_track_id\":\"8958cd175814b\",\"subscr_gateway\":\"paypal\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"73.204.121.223\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"150.00\",\"regular\":\"150.00\",\"regular_term\":\"6 M\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9B5J9LDK98JY\",\"last_name\":\"velez\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"47.155.113.234\",\"residence_country\":\"US\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"AGBIf4itYp3SkQuxMpktL3Q2O0DIAlm49e87X2PMZJyjWkK3Amj3uJfH\",\"payer_status\":\"unverified\",\"payer_email\":\"katriana.velez216@gmail.com\",\"first_name\":\"katriana\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"LTFYHRSX6NDXQ\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5ea0854508036~47.155.113.234\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"11:31:42 Apr 22, 2020 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"d715a46c931ed\",\"option_selection\":\"miastral.com\",\"amount\":\"30.00\",\"option_name\":\"Originating Domain\",\"period\":\"1 M\",\"mc_amount\":\"30.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9B5J9LDK98JY\",\"subscr_cid\":\"I-9B5J9LDK98JY\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"47.155.113.234\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9B5MVKD4R8JY\",\"last_name\":\"Galliorio Coppa\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"181.228.211.20\",\"residence_country\":\"CL\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"A25m.Wm1.iANmZslxFC1YrnkukJsASmEYlrO8LghOmRrY2GOudnsJhpY\",\"payer_status\":\"verified\",\"payer_email\":\"gia.galliorio@gmail.com\",\"first_name\":\"Gianinna\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"BQT463BQ4266W\",\"option_name1\":\"Originating Domain\",\"invoice\":\"5cca63d3306ef~181.228.211.20\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"20:55:10 May 01, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"927e0e7b1c771\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9B5MVKD4R8JY\",\"subscr_cid\":\"I-9B5MVKD4R8JY\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"181.228.211.20\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9BS36TMTPPXU\",\"last_name\":\"D\\\\u00edaz Olaya\",\"option_selection1\":\"I-TDLR8L17YC8T\",\"option_selection2\":\"191.156.37.88\",\"residence_country\":\"CO\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"A8E3lOD4wpX-h.5dshRY00oyMYuoAp5.PRxbDjBUXp1k.Kq8RiPo.nUp\",\"payer_status\":\"unverified\",\"payer_email\":\"Daydiaz@hotmail.com\",\"first_name\":\"Dayla\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"M95DAYHLVHY5S\",\"option_name1\":\"Referencing Customer ID\",\"invoice\":\"5d2bc69765bdc~191.156.37.88\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"17:22:48 Jul 14, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"7e04bdd8d27c0\",\"option_selection\":\"I-TDLR8L17YC8T\",\"amount\":\"30.00\",\"option_name\":\"Referencing Customer ID\",\"period\":\"1 M\",\"mc_amount\":\"30.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9BS36TMTPPXU\",\"subscr_cid\":\"I-9BS36TMTPPXU\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"191.156.37.88\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9CL0GRFTTVUM\",\"last_name\":\"Santib\\\\u00e1\\\\u00f1ez\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"190.9.193.141\",\"residence_country\":\"CL\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Semestral)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"150.00\",\"recurring\":\"150.00\",\"verify_sign\":\"Ajwwvl34g6pOX0UATgHub7v4FAUOArpmanRHVhF4qKUnHE-uzuSxGbeg\",\"payer_status\":\"verified\",\"payer_email\":\"reservas@hostelvermont.cl\",\"first_name\":\"Sirce\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"option_name1\":\"Originating Domain\",\"payer_id\":\"ABBSMT3EZFKEG\",\"invoice\":\"5cdb0ea690648~190.9.193.141\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"payer_business_name\":\"Hostel Vermont\",\"subscr_date\":\"12:45:17 May 14, 2019 PDT\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.9\",\"period3\":\"6 M\",\"mc_amount3\":\"150.00\",\"ipn_track_id\":\"6449bdc9b994\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-9CL0GRFTTVUM\",\"subscr_cid\":\"I-9CL0GRFTTVUM\",\"level\":\"4\",\"ccaps\":null,\"eotper\":null,\"ip\":\"190.9.193.141\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"150.00\",\"regular\":\"150.00\",\"regular_term\":\"6 M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}',\n",
       "      'count': 1},\n",
       "     {'value': '{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-9MKX07GDVX0D\",\"last_name\":\"MALDONADO\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"127.0.0.1\",\"residence_country\":\"US\",\"mc_currency\":\"USD\",\"item_name\":\"Aware Supervixen (Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"ABjVPxPfptjhEGBzv48GGHjmz-ePAR8mKkBPDkzWcIWFvGLG-xHTmvx5\",\"payer_status\":\"verified\",\"payer_email\":\"fernandezle_7@yahoo.com\",\"first_name\":\"LENNIS\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"XCCK6NMJ39J34\",\"option_name1\":\"Originating Domain\",\"invoice\":\"54c130785007b~127.0.0.1\",\"option_name2\":\"Customer IP Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"09:19:47 Jan 22, 2015 PST\",\"custom\":\"miastral.com\",\"charset\":\"UTF-8\",\"notify_version\":\"3.8\",\"period3\":\"1 M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"6d700e9e2d154\",\"subscr_gateway\":\"paypal\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"127.0.0.1\",\"period1\":\"0 D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0 D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1 M\"}',\n",
       "      'count': 1}],\n",
       "    'count_uniques': 3383},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_first_payment_txn_id': {'stats': {'match': 3873,\n",
       "    'missing': 2340,\n",
       "    'mismatch': 2340,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 2340},\n",
       "     {'value': '36W41860S0120053A', 'count': 1},\n",
       "     {'value': '38F56111RJ254091V', 'count': 1},\n",
       "     {'value': '38D99367765925453', 'count': 1},\n",
       "     {'value': '38958981VW338620C', 'count': 1},\n",
       "     {'value': '36828897VS678423H', 'count': 1},\n",
       "     {'value': '36A38787WT809490H', 'count': 1},\n",
       "     {'value': '36B192338N809870Y', 'count': 1},\n",
       "     {'value': '36H22063E79983250', 'count': 1},\n",
       "     {'value': '36L36292GX769922U', 'count': 1},\n",
       "     {'value': '36N79168T6672045V', 'count': 1},\n",
       "     {'value': '36R70923351923101', 'count': 1},\n",
       "     {'value': '36S97541PJ5643441', 'count': 1},\n",
       "     {'value': '36T30196LY003363B', 'count': 1},\n",
       "     {'value': '36V10345D5654073A', 'count': 1},\n",
       "     {'value': '36W21821U4609691N', 'count': 1},\n",
       "     {'value': '37646655099928842', 'count': 1},\n",
       "     {'value': '36473743AJ357701D', 'count': 1},\n",
       "     {'value': '37657205WV624571E', 'count': 1},\n",
       "     {'value': '376836735B641221X', 'count': 1},\n",
       "     {'value': '37837233D64468029', 'count': 1},\n",
       "     {'value': '378393324X305263P', 'count': 1},\n",
       "     {'value': '37B00286FM2889733', 'count': 1},\n",
       "     {'value': '37K44738DB6199306', 'count': 1},\n",
       "     {'value': '37L26095X57485418', 'count': 1},\n",
       "     {'value': '37V45245NX357802L', 'count': 1},\n",
       "     {'value': '37Y1308347397754B', 'count': 1},\n",
       "     {'value': '38288696K2517301V', 'count': 1},\n",
       "     {'value': '38477013J68148728', 'count': 1},\n",
       "     {'value': '38585468EC6321727', 'count': 1},\n",
       "     {'value': '38623693NX436920U', 'count': 1},\n",
       "     {'value': '38774104P0690082F', 'count': 1},\n",
       "     {'value': '39N16899VB8862932', 'count': 1}],\n",
       "    'count_uniques': 3874},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_last_payment_time': {'stats': {'match': 6213,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date',\n",
       "     'format': '%a %b %d %Y %H:%M:%S %Z-%Y'},\n",
       "    'frequency': [{'value': 'Wed Dec 31 1969 20:00:00 GMT-0400',\n",
       "      'count': 2340},\n",
       "     {'value': 'Sat Aug 29 2020 08:11:25 GMT-0400', 'count': 2},\n",
       "     {'value': 'Mon Aug 24 2020 06:15:21 GMT-0400', 'count': 2},\n",
       "     {'value': 'Wed Sep 09 2020 08:07:11 GMT-0400', 'count': 2},\n",
       "     {'value': 'Fri Sep 11 2020 09:53:37 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sun Aug 30 2020 08:00:46 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sat Aug 22 2020 07:25:12 GMT-0400', 'count': 2},\n",
       "     {'value': 'Mon Sep 14 2020 08:17:08 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sat Sep 12 2020 10:08:30 GMT-0400', 'count': 2},\n",
       "     {'value': 'Thu Sep 03 2020 06:07:42 GMT-0400', 'count': 2},\n",
       "     {'value': 'Tue Aug 18 2020 08:09:37 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sat Aug 29 2020 07:36:40 GMT-0400', 'count': 2},\n",
       "     {'value': 'Fri Aug 21 2020 07:57:36 GMT-0400', 'count': 2},\n",
       "     {'value': 'Thu Aug 20 2020 06:20:40 GMT-0400', 'count': 2},\n",
       "     {'value': 'Fri Sep 04 2020 06:12:54 GMT-0400', 'count': 2},\n",
       "     {'value': 'Mon Aug 31 2020 09:08:06 GMT-0400', 'count': 2},\n",
       "     {'value': 'Fri Aug 28 2020 07:47:40 GMT-0400', 'count': 2},\n",
       "     {'value': 'Sat Feb 22 2020 06:56:20 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 04 2020 15:24:47 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 11 2020 09:49:58 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Feb 29 2020 13:42:07 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 04 2020 07:30:22 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 18 2020 07:28:31 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 11 2020 09:58:02 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 30 2016 23:02:05 GMT-0430', 'count': 1},\n",
       "     {'value': 'Sat Jan 25 2020 07:05:42 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 25 2020 10:25:31 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Feb 20 2016 09:20:23 GMT-0430', 'count': 1},\n",
       "     {'value': 'Sat Jul 04 2020 06:11:07 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jul 04 2020 06:26:30 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 25 2020 06:12:14 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 04 2020 07:16:22 GMT-0400', 'count': 1},\n",
       "     {'value': 'Sat Jan 04 2020 06:08:29 GMT-0400', 'count': 1}],\n",
       "    'count_uniques': 3858},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date',\n",
       "    'format': '%a %b %d %Y %H:%M:%S %Z-%Y'}},\n",
       "  'meta_key__meta-box-order_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_notes': {'stats': {'match': 3409,\n",
       "    'missing': 2804,\n",
       "    'mismatch': 2804,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 2804},\n",
       "     {'value': 'Arg. semestral', 'count': 4},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 03 de Septiembre del 2020',\n",
       "      'count': 4},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 26 de agosto del 2020',\n",
       "      'count': 3},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 11 de septiembre del 2020',\n",
       "      'count': 3},\n",
       "     {'value': 'Cortesía Mia Pineda', 'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 17 de Octubre del 2019',\n",
       "      'count': 2},\n",
       "     {'value': '23-03-2015', 'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 04 de Septiembre del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 3 de mayo del 2019',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 11 de Agosto del 2020 / Cuenta venció el 11 de septiembre del 2020\\n\\nArg. Mensual. Cuenta reactivada el 15 de septiembre del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 01 de Septiembre del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 18 de agosto del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Cuenta creada el 15 de julio del 2020', 'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 13 de julio del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg, Mensual. Cuenta creada el  17 de Octubre de 2019',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg. Semestral. Cuenta creada el 05/09/2016', 'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 09 de Septiembre del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg. Semestral. Cuenta creada el 02 de Junio del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg. Mensual. Cuenta creada el 17 de Agosto del 2020',\n",
       "      'count': 2},\n",
       "     {'value': 'Arg, Mensual. Cuenta creada el  14 de Agosto  de 2019',\n",
       "      'count': 2},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 17, 2015 11:49 am UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-FHLJTKCL8W30',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 1, 2016 1:10 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-DTV41UC01E7M',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 22, 2016 1:34 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-K11RBEN33FSR',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 1, 2016 2:14 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-RAF3SUN16TET\\nDemoted by s2Member: Sat Mar 24, 2018 1:34 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-BSN48651VF8X\\nDemoted by s2Member: Sat Jan 18, 2020 10:40 am UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-AP6JMDKBHK5K\\nDemoted by s2Member: Thu Apr 2, 2020 11:55 am UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-D4V9E4VUKJ0K\\nDemoted by s2Member: Mon Sep 28, 2020 11:30 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-DUX82CYS161W',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 15, 2016 1:49 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-1UX790YJ9C9Y\\nDemoted by s2Member: Sun May 13, 2018 10:52 am UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-6T1FK7V1T6A4',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Dec 23, 2019 12:13 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-95JY27SFSJW6\\nDemoted by s2Member: Fri Sep 25, 2020 12:30 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-D4Y2FDAUBEL1',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 17, 2020 11:45 am UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-FJY2HN10HLL3',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 20, 2018 10:31 am UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-EX33L03G7U83',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 20, 2018 3:24 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-J6RK64VG9LF1',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Dec 2, 2019 12:06 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-BUMB5D6RPPAW',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 10, 2020 10:24 am UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-DBX9UK1US9Y1',\n",
       "      'count': 1},\n",
       "     {'value': 'Demoted by s2Member: Mon Aug 1, 2016 12:54 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal -› I-E8M999N9LH5H\\nDemoted by s2Member: Tue Mar 14, 2017 12:47 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-ACN5C0RVCAJF\\nDemoted by s2Member: Tue Nov 13, 2018 7:34 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-BDU5LFTWPV8F\\nDemoted by s2Member: Sun May 12, 2019 1:32 pm UTC\\nPaid Subscr. ID @ time of demotion: paypal → I-BDU5LFTWPV8F',\n",
       "      'count': 1}],\n",
       "    'count_uniques': 3384},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_auto_eot_time': {'stats': {'match': 6213,\n",
       "    'missing': 6055,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6055},\n",
       "     {'value': '1602850030', 'count': 1},\n",
       "     {'value': '1605521685', 'count': 1},\n",
       "     {'value': '1604488759', 'count': 1},\n",
       "     {'value': '1605522637', 'count': 1},\n",
       "     {'value': '1605962429', 'count': 1},\n",
       "     {'value': '1606044737', 'count': 1},\n",
       "     {'value': '1606045714', 'count': 1},\n",
       "     {'value': '1606473279', 'count': 1},\n",
       "     {'value': '1606501601', 'count': 1},\n",
       "     {'value': '1606706819', 'count': 1},\n",
       "     {'value': '1606738062', 'count': 1},\n",
       "     {'value': '1605783476', 'count': 1},\n",
       "     {'value': '1602797146', 'count': 1},\n",
       "     {'value': '1604311472', 'count': 1},\n",
       "     {'value': '1604058295', 'count': 1},\n",
       "     {'value': '1602948541', 'count': 1},\n",
       "     {'value': '1603276142', 'count': 1},\n",
       "     {'value': '1603019420', 'count': 1},\n",
       "     {'value': '1603161131', 'count': 1},\n",
       "     {'value': '1603169984', 'count': 1},\n",
       "     {'value': '1603190301', 'count': 1},\n",
       "     {'value': '1603192256', 'count': 1},\n",
       "     {'value': '1604140352', 'count': 1},\n",
       "     {'value': '1603274641', 'count': 1},\n",
       "     {'value': '1603374412', 'count': 1},\n",
       "     {'value': '1603452144', 'count': 1},\n",
       "     {'value': '1603837030', 'count': 1},\n",
       "     {'value': '1603882497', 'count': 1},\n",
       "     {'value': '1603965721', 'count': 1},\n",
       "     {'value': '1603965933', 'count': 1},\n",
       "     {'value': '1603994549', 'count': 1},\n",
       "     {'value': '1605439414', 'count': 1}],\n",
       "    'count_uniques': 159},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___yoast_wpseo_profile_updated': {'stats': {'match': 4684,\n",
       "    'missing': 1529,\n",
       "    'mismatch': 1529,\n",
       "    'profiler_dtype': {'dtype': 'int'},\n",
       "    'frequency': [{'value': 'nan', 'count': 1529},\n",
       "     {'value': '1565842473', 'count': 1},\n",
       "     {'value': '1565796656', 'count': 1},\n",
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       "     {'value': '1565730240', 'count': 1},\n",
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       "     {'value': '1565815408', 'count': 1},\n",
       "     {'value': '1565815738', 'count': 1},\n",
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       "     {'value': '1565798016', 'count': 1}],\n",
       "    'count_uniques': 4685},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'meta_key__wpseo_title': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_metadesc': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_metakey': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__googleplus': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__twitter': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__facebook': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_post': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_post': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__manageedit-postcolumnshidden': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__easycontactforms_stat_pointer': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_capability_times': {'stats': {'match': 919,\n",
       "    'missing': 5294,\n",
       "    'mismatch': 5294,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5294},\n",
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       "     {'value': 'a:1:{i:1477316350;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1475152487;s:16:\"-s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473046805;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1475152458;s:16:\"-s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474831440;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473302354;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473305944;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473347148;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473489548;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473542743;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473600684;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473738295;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473802400;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1473851974;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474035520;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1475084610;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474062972;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474139690;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474210093;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474250457;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474252712;s:15:\"s2member_level4\";}', 'count': 1},\n",
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       "     {'value': 'a:1:{i:1474261021;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474340271;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474464861;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474475585;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474608349;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474629264;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474773739;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1474815352;s:15:\"s2member_level4\";}', 'count': 1},\n",
       "     {'value': 'a:1:{i:1477312064;s:16:\"-s2member_level4\";}', 'count': 1}],\n",
       "    'count_uniques': 920},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__wp_s2member_subscr_baid': {'stats': {'match': 1149,\n",
       "    'missing': 5064,\n",
       "    'mismatch': 5064,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5064},\n",
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       "     {'value': 'I-ATLU9WL7S1HM', 'count': 1},\n",
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       "     {'value': 'I-ANN52SKG9J4R', 'count': 1},\n",
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       "     {'value': 'I-B1D3JU4EYXT0', 'count': 1}],\n",
       "    'count_uniques': 1150},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'meta_key__closedpostboxes_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_dashboard': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_attachment': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "  'meta_key__billing_first_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_last_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_company': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_address_1': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_address_2': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_city': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_state': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_postcode': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_email': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__billing_phone': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_country': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_first_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_last_name': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_company': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_address_1': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_address_2': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_city': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_state': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__shipping_postcode': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__user_title': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__linkedin': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__digg': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__flickr': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__stumbleupon': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__youtube': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__yelp': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__reddit': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__delicious': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_spucpt': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_spucpt': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__default_category_id_for_user': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___edd_nginx_redirect_dismissed': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_download': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_download': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___edd_pending_verification': {'stats': {'match': 6213,\n",
       "    'missing': 5571,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5571},\n",
       "     {'value': '1', 'count': 642}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__ecae_premium_ignore_count_notice': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__ecae_premium_ignore_notice': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__ecae_premium_ignore_count_notice_total': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_ignore_tour': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_noindex_author': {'stats': {'match': 6213,\n",
       "    'missing': 6212,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6212},\n",
       "     {'value': 'on', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wpseo_seen_about_version': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__meta-box-order_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__screen_layout_page': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__amt_twitter_author_username': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__amt_facebook_author_profile_url': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__amt_googleplus_author_profile_url': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__locale': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_s2member_access_cap_times': {'stats': {'match': 5597,\n",
       "    'missing': 616,\n",
       "    'mismatch': 616,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'nan', 'count': 616},\n",
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       "    'missing': 6208,\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key___woocommerce_persistent_cart': {'stats': {'match': 6213,\n",
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       "  'meta_key__wp_s2member_coupon_codes': {'stats': {'match': 951,\n",
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       "    'profiler_dtype': {'dtype': 'string'},\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__wp_s2member_reminders_enable': {'stats': {'match': 951,\n",
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       "  'meta_key__as3cfpro-dismiss-licence-notice': {'stats': {'match': 6213,\n",
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       "   'dtype': 'object',\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__wpseo_content_analysis_disable': {'stats': {'match': 6213,\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__wpseo_keyword_analysis_disable': {'stats': {'match': 6213,\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__closedpostboxes_acf-field-group': {'stats': {'match': 6213,\n",
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       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
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       "  'meta_key__metaboxhidden_acf-field-group': {'stats': {'match': 6213,\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__meta-box-order_surl': {'stats': {'match': 6213,\n",
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       "    'profiler_dtype': {'dtype': 'object'},\n",
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       "   'dtype': 'object',\n",
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       "    'profiler_dtype': {'dtype': 'object'},\n",
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       "  'meta_key__metaboxhidden_popupbuilder': {'stats': {'match': 6213,\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__meta-box-order_popupbuilder': {'stats': {'match': 6213,\n",
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       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
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       "  'meta_key__screen_layout_popupbuilder': {'stats': {'match': 6213,\n",
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       "    'profiler_dtype': {'dtype': 'object'},\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__community-events-location': {'stats': {'match': 6213,\n",
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       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
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       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__syntax_highlighting': {'stats': {'match': 4082,\n",
       "    'missing': 2131,\n",
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       "    'profiler_dtype': {'dtype': 'boolean'},\n",
       "    'frequency': [{'value': 'true', 'count': 4082},\n",
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       "  'meta_key__instagram': {'stats': {'match': 6213,\n",
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       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__myspace': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__pinterest': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__soundcloud': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__tumblr': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key__wikipedia': {'stats': {'match': 6213,\n",
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       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
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       "   'dtype': 'object',\n",
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       "  'meta_key___edd_user_address': {'stats': {'match': 6213,\n",
       "    'missing': 5836,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 5836},\n",
       "     {'value': 'a:0:{}', 'count': 377}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__closedpostboxes_wbcr-snippets': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__metaboxhidden_wbcr-snippets': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__q_eud_exports': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_user': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_created': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_expire': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_token': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__show_welcome_panel': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_do_not_ask_again': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_do_not_ask_again_time': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_last_login': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___wtlwp_login_count': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_table_pixie_options': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__wp_yoast_notifications': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_review_done': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__tlwp_feedback_review_done_time': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key___aal_elementor_install_notice': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__jetpack_tracks_anon_id': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}},\n",
       "  'meta_key__jetpack_tracks_wpcom_id': {'stats': {'match': 6213,\n",
       "    'missing': 6213,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'object'},\n",
       "    'frequency': [{'value': 'nan', 'count': 6213}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'object'}}},\n",
       " 'name': None,\n",
       " 'file_name': 'data/users-data(1)(1).csv',\n",
       " 'summary': {'cols_count': 183,\n",
       "  'rows_count': 6213,\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 6213 rows / 183 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">8 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ID</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">user_login</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">user_nicename</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">user_email</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">user_url</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">user_registered</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">user_activation_key</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">user_status</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">display_name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">role</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ccaps</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__first_name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__last_name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__nickname</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__description</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__rich_editing</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__comment_shortcuts</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__admin_color</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">18 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__use_ssl</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">19 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__show_admin_bar_front</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">20 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_capabilities</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">21 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_user_level</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">22 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__dismissed_wp_pointers</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">23 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_dashboard_quick_press_last_post_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">24 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_user-settings</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">25 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_user-settings-time</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">26 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__AtD_options</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">27 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__AtD_check_when</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">28 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__AtD_guess_lang</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">29 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__AtD_ignored_phrases</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">30 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__aim</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">31 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__yim</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">32 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__jabber</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">33 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__nav_menu_recently_edited</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">34 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__managenav-menuscolumnshidden</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">35 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_nav-menus</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">36 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_post</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">37 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_post</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">38 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__pmpro_logins</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">39 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__pmpro_visits</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">40 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__pmpro_views</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">41 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_last_login_time</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">42 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_registration_ip</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">43 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_login_counter</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">44 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_paid_registration_times</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">45 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__default_password_nag</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">46 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_subscr_gateway</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">47 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_subscr_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">48 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_custom</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">49 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_ipn_signup_vars</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">50 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_first_payment_txn_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">51 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_last_payment_time</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">52 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__meta-box-order_dashboard</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">53 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__screen_layout_dashboard</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">54 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_notes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">55 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_auto_eot_time</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">56 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___yoast_wpseo_profile_updated</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">57 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_title</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">58 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_metadesc</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">59 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_metakey</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">60 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__googleplus</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">61 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__twitter</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">62 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__facebook</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">63 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__meta-box-order_post</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">64 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__screen_layout_post</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">65 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_page</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">66 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_page</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">67 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__manageedit-postcolumnshidden</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">68 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__easycontactforms_stat_pointer</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">69 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_capability_times</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">70 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_subscr_baid</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">71 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_dashboard</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">72 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_dashboard</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">73 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_attachment</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">74 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_attachment</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">75 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__meta-box-order_attachment</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">76 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__screen_layout_attachment</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">77 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__session_tokens</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">78 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___edd_htaccess_missing_dismissed</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">79 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_media_library_mode</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">80 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_download</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">81 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_download</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">82 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_country</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">83 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_first_name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">84 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_last_name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">85 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_company</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">86 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_address_1</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">87 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_address_2</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">88 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_city</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">89 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_state</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">90 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_postcode</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">91 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_email</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">92 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__billing_phone</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">93 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_country</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">94 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_first_name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">95 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_last_name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">96 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_company</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">97 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_address_1</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">98 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_address_2</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">99 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_city</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">100 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_state</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">101 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__shipping_postcode</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">102 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__user_title</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">103 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__linkedin</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">104 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__digg</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">105 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__flickr</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">106 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__stumbleupon</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">107 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__youtube</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">108 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__yelp</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">109 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__reddit</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">110 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__delicious</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">111 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_spucpt</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">112 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_spucpt</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">113 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__default_category_id_for_user</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">114 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___edd_nginx_redirect_dismissed</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">115 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__meta-box-order_download</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">116 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__screen_layout_download</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">117 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___edd_pending_verification</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">118 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__ecae_premium_ignore_count_notice</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">119 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__ecae_premium_ignore_notice</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">120 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__ecae_premium_ignore_count_notice_total</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">121 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_ignore_tour</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">122 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_noindex_author</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">123 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_seen_about_version</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">124 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__meta-box-order_page</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">125 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__screen_layout_page</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">126 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__amt_twitter_author_username</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">127 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__amt_facebook_author_profile_url</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">128 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__amt_googleplus_author_profile_url</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">129 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__locale</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">130 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_access_cap_times</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">131 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_last_auto_eot_time</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">132 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__manageedit-shop_ordercolumnshidden</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">133 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_subscr_cid</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">134 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___woocommerce_persistent_cart</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">135 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__last_update</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">136 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_coupon_codes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">137 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_s2member_reminders_enable</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">138 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__as3cfpro-dismiss-licence-notice</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">139 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__edit_page_per_page</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">140 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_content_analysis_disable</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">141 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wpseo_keyword_analysis_disable</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">142 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_surl</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">143 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_surl</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">144 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__edit_download_per_page</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">145 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__edit_post_per_page</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">146 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_acf-field-group</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">147 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_acf-field-group</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">148 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__meta-box-order_surl</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">149 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__screen_layout_surl</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">150 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_popupbuilder</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">151 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_popupbuilder</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">152 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__meta-box-order_popupbuilder</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">153 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__screen_layout_popupbuilder</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">154 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__community-events-location</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">155 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__as3cf_dismissed_notices</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">156 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__syntax_highlighting</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">157 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__instagram</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">158 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__myspace</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">159 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__pinterest</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">160 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__soundcloud</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">161 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__tumblr</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">162 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wikipedia</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">163 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___edd_user_address</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">164 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__closedpostboxes_wbcr-snippets</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">165 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__metaboxhidden_wbcr-snippets</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">166 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__q_eud_exports</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">167 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___wtlwp_user</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">168 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___wtlwp_created</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">169 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___wtlwp_expire</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">170 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___wtlwp_token</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">171 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__show_welcome_panel</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">172 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__tlwp_feedback_do_not_ask_again</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">173 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__tlwp_feedback_do_not_ask_again_time</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">174 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___wtlwp_last_login</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">175 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___wtlwp_login_count</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">176 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_table_pixie_options</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">177 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__wp_yoast_notifications</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">178 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__tlwp_feedback_review_done</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">179 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__tlwp_feedback_review_done_time</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">180 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key___aal_elementor_install_notice</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">181 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__jetpack_tracks_anon_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">182 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">meta_key__jetpack_tracks_wpcom_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">183 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"31\">\n",
       "                \n",
       "                31\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"altruisted\">\n",
       "                \n",
       "                altruisted\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"altruisted\">\n",
       "                \n",
       "                altruisted\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"altruisted@gmail.com\">\n",
       "                \n",
       "                altruisted@gmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-07&#8901;13:09:38\">\n",
       "                \n",
       "                2013-07-07&#8901;13:09:38\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Maria&#8901;Alejandra&#8901;Perez&#8901;Rincon\">\n",
       "                \n",
       "                Maria&#8901;Alejandra&#8901;Perez&#8901;Rincon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Maria&#8901;Alejandra\">\n",
       "                \n",
       "                Maria&#8901;Alejandra\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Perez&#8901;Rincon\">\n",
       "                \n",
       "                Perez&#8901;Rincon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"altruisted\">\n",
       "                \n",
       "                altruisted\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Tue&#8901;Sep&#8901;15&#8901;2020&#8901;11:19:04&#8901;GMT-0400\">\n",
       "                \n",
       "                Tue&#8901;Sep&#8901;15&#8901;2020&#8901;11:19:04&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"207.244.173.176\">\n",
       "                \n",
       "                207.244.173.176\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1793\">\n",
       "                \n",
       "                1793\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373202578,\"level4\":1373202578}\">\n",
       "                \n",
       "                {\"level\":1373202578,\"level4\":1373202578}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1389306397\">\n",
       "                \n",
       "                1389306397\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
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       "                \n",
       "                a:35:{s:64:\"92565f85df41bab23251b193d2b2099987e3d7217acbf25adfaab77138e1a65e\";a:4:{s:10:\"expiration\";i:1626361816;s:2:\"ip\";s:...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32\">\n",
       "                \n",
       "                32\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"claudiacj\">\n",
       "                \n",
       "                claudiacj\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"claudiacj\">\n",
       "                \n",
       "                claudiacj\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"claudiajimenez@hotmail.com\">\n",
       "                \n",
       "                claudiajimenez@hotmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-07&#8901;14:28:03\">\n",
       "                \n",
       "                2013-07-07&#8901;14:28:03\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Claudia&#8901;Jimenez\">\n",
       "                \n",
       "                Claudia&#8901;Jimenez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Claudia\">\n",
       "                \n",
       "                Claudia\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Jimenez\">\n",
       "                \n",
       "                Jimenez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"claudiacj\">\n",
       "                \n",
       "                claudiacj\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sat&#8901;Jul&#8901;25&#8901;2020&#8901;23:33:08&#8901;GMT-0400\">\n",
       "                \n",
       "                Sat&#8901;Jul&#8901;25&#8901;2020&#8901;23:33:08&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"75.61.89.151\">\n",
       "                \n",
       "                75.61.89.151\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"221\">\n",
       "                \n",
       "                221\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373207283,\"level4\":1373207283}\">\n",
       "                \n",
       "                {\"level\":1373207283,\"level4\":1373207283}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-RXFPFJL337TH\">\n",
       "                \n",
       "                I-RXFPFJL337TH\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"miastral.com\">\n",
       "                \n",
       "                miastral.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-RXFPFJL337TH\",\"last_name\":\"Jimenez\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"75.61.89.151\",\"residence_country\":\"US\",\"mc_currency\":\"USD\",\"item_name\":\"Aware&#8901;Supervixen&#8901;(Mensual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"30.00\",\"recurring\":\"30.00\",\"verify_sign\":\"AaIfmDpE5Qvq7K4Y3InhWn8yyg34A0HCedksURdBvOK4YJuxN6XyQVyB\",\"payer_status\":\"verified\",\"payer_email\":\"claudiajimenez@hotmail.com\",\"first_name\":\"Claudia\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"7W9Y2468SXLBE\",\"option_name1\":\"Originating&#8901;Domain\",\"invoice\":\"51d979f6dd10c~75.61.89.151\",\"option_name2\":\"Customer&#8901;IP&#8901;Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"07:26:27&#8901;Jul&#8901;07,&#8901;2013&#8901;PDT\",\"custom\":\"miastral.com\",\"charset\":\"windows-1252\",\"notify_version\":\"3.7\",\"period3\":\"1&#8901;M\",\"mc_amount3\":\"30.00\",\"ipn_track_id\":\"fd1bf9bb8eb76\",\"subscr_gateway\":\"paypal\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"75.61.89.151\",\"period1\":\"0&#8901;D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0&#8901;D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1&#8901;M\"}\">\n",
       "                \n",
       "                {\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-RXFPFJL337TH\",\"last_name\":\"Jimenez\",\"option_selection1\":\"miastral.com\",\"option_sel...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17E171324K3821620\">\n",
       "                \n",
       "                17E171324K3821620\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mon&#8901;Sep&#8901;07&#8901;2020&#8901;09:11:59&#8901;GMT-0400\">\n",
       "                \n",
       "                Mon&#8901;Sep&#8901;07&#8901;2020&#8901;09:11:59&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:2:{s:64:\"24394ce4202c7b689169434459f6584f1c096393eaac1cdb866abcc0db7efaf2\";a:4:{s:10:\"expiration\";i:1626966340;s:2:\"ip\";s:38:\"2601:640:8580:5a90:e418:f05f:cf97:85f2\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595430340;}s:64:\"271da9c352c0aca49a9588c7d40981da0a0a0020d8e757a9e9b9d1ed28d6f8f7\";a:4:{s:10:\"expiration\";i:1627270388;s:2:\"ip\";s:38:\"2601:640:8580:5a90:d97f:6674:387a:a1a7\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595734388;}}\">\n",
       "                \n",
       "                a:2:{s:64:\"24394ce4202c7b689169434459f6584f1c096393eaac1cdb866abcc0db7efaf2\";a:4:{s:10:\"expiration\";i:1626966340;s:2:\"ip\";s:3...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33\">\n",
       "                \n",
       "                33\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"almarincon\">\n",
       "                \n",
       "                almarincon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"almarincon\">\n",
       "                \n",
       "                almarincon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"almarinconruiz@hotmail.com\">\n",
       "                \n",
       "                almarinconruiz@hotmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-07&#8901;14:33:45\">\n",
       "                \n",
       "                2013-07-07&#8901;14:33:45\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"alma&#8901;rincon\">\n",
       "                \n",
       "                alma&#8901;rincon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"subscriber\">\n",
       "                \n",
       "                subscriber\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"alma\">\n",
       "                \n",
       "                alma\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"rincon\">\n",
       "                \n",
       "                rincon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"almarincon\">\n",
       "                \n",
       "                almarincon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"subscriber\":true}\">\n",
       "                \n",
       "                {\"subscriber\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Jul&#8901;22&#8901;2020&#8901;01:58:20&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Jul&#8901;22&#8901;2020&#8901;01:58:20&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"187.176.169.108\">\n",
       "                \n",
       "                187.176.169.108\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1000\">\n",
       "                \n",
       "                1000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373207625,\"level4\":1373207625}\">\n",
       "                \n",
       "                {\"level\":1373207625,\"level4\":1373207625}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Demoted&#8901;by&#8901;s2Member:&#8901;Thu&#8901;Jan&#8901;28,&#8901;2016&#8901;11:44&#8901;am&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;-›&#8901;I-1L0S4CJWE8K5\n",
       "Demoted&#8901;by&#8901;s2Member:&#8901;Fri&#8901;Jun&#8901;3,&#8901;2016&#8901;12:35&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;-›&#8901;I-98SBCVAL2U02\n",
       "Demoted&#8901;by&#8901;s2Member:&#8901;Thu&#8901;Sep&#8901;24,&#8901;2020&#8901;12:50&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;→&#8901;I-J53PF55UKWKV\">\n",
       "                \n",
       "                Demoted&#8901;by&#8901;s2Member:&#8901;Thu&#8901;Jan&#8901;28,&#8901;2016&#8901;11:44&#8901;am&#8901;UTC\n",
       "Paid&#8901;Subscr.&#...\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:4:{i:1453981458;s:16:\"-s2member_level4\";i:1456354781;s:15:\"s2member_level4\";i:1464957333;s:16:\"-s2member_level4\";i:1465240777;s:15:\"s2member_level4\";}\">\n",
       "                \n",
       "                a:4:{i:1453981458;s:16:\"-s2member_level4\";i:1456354781;s:15:\"s2member_level4\";i:1464957333;s:16:\"-s2member_level4\";i:14652407...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:3:{s:64:\"cfc0a70bb5d1ca582c8afb1daafa12eac0f3c44e6f78cc4257c566a59a3f3b56\";a:4:{s:10:\"expiration\";i:1595835084;s:2:\"ip\";s:15:\"189.176.162.188\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1594625484;}s:64:\"fcd9dd57a956322536da96a6257695849cdfd311d6890db4ccc15d816832b9b9\";a:4:{s:10:\"expiration\";i:1595835980;s:2:\"ip\";s:14:\"200.68.137.229\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1594626380;}s:64:\"d755223e70f1b0cfa826ee5989f52840152dc2eda83231420d9df8a1ce05e2d5\";a:4:{s:10:\"expiration\";i:1626933500;s:2:\"ip\";s:36:\"2806:10be:2:7e0a:54c0:bd56:7cdc:e56d\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595397500;}}\">\n",
       "                \n",
       "                a:3:{s:64:\"cfc0a70bb5d1ca582c8afb1daafa12eac0f3c44e6f78cc4257c566a59a3f3b56\";a:4:{s:10:\"expiration\";i:1595835084;s:2:\"ip\";s:1...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"1600951852.0021\":\"-level1\",\"1600951852.0022\":\"-level2\",\"1600951852.0023\":\"-level3\",\"1600951852.0024\":\"-level4\"}\">\n",
       "                \n",
       "                {\"1600951852.0021\":\"-level1\",\"1600951852.0022\":\"-level2\",\"1600951852.0023\":\"-level3\",\"1600951852.0024\":\"-level4\"}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1599302831\">\n",
       "                \n",
       "                1599302831\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42\">\n",
       "                \n",
       "                42\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nina\">\n",
       "                \n",
       "                Nina\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nina\">\n",
       "                \n",
       "                nina\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"unmailparanina@gmail.com\">\n",
       "                \n",
       "                unmailparanina@gmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-08&#8901;14:12:40\">\n",
       "                \n",
       "                2013-07-08&#8901;14:12:40\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"$P$BdT5dfJ/ya0i2YoprnjEf/JTkWfdsE0\">\n",
       "                \n",
       "                $P$BdT5dfJ/ya0i2YoprnjEf/JTkWfdsE0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Celi&#8901;N\">\n",
       "                \n",
       "                Celi&#8901;N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Celi\">\n",
       "                \n",
       "                Celi\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nina\">\n",
       "                \n",
       "                Nina\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mon&#8901;Sep&#8901;07&#8901;2020&#8901;09:42:22&#8901;GMT-0400\">\n",
       "                \n",
       "                Mon&#8901;Sep&#8901;07&#8901;2020&#8901;09:42:22&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"190.188.10.224\">\n",
       "                \n",
       "                190.188.10.224\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1403\">\n",
       "                \n",
       "                1403\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373292760,\"level3\":1373292760,\"level4\":1379108078}\">\n",
       "                \n",
       "                {\"level\":1373292760,\"level3\":1373292760,\"level4\":1379108078}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-Y5XGWKYCNDSH\">\n",
       "                \n",
       "                I-Y5XGWKYCNDSH\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7JA57275B9868032P\">\n",
       "                \n",
       "                7JA57275B9868032P\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sun&#8901;Oct&#8901;12&#8901;2014&#8901;07:20:17&#8901;GMT-0430\">\n",
       "                \n",
       "                Sun&#8901;Oct&#8901;12&#8901;2014&#8901;07:20:17&#8901;GMT-0430\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1379108104\">\n",
       "                \n",
       "                1379108104\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" 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       "                \n",
       "                a:17:{s:64:\"42c49864364e439a76186e4237acbc3e9ef4e01f961930ddcb7e1cb529168d4e\";a:4:{s:10:\"expiration\";i:1626286710;s:2:\"ip\";s:...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rebe22222\">\n",
       "                \n",
       "                Rebe22222\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"rebe22222\">\n",
       "                \n",
       "                rebe22222\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"rebeca.omana@yahoo.com.mx\">\n",
       "                \n",
       "                rebeca.omana@yahoo.com.mx\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-08&#8901;14:57:53\">\n",
       "                \n",
       "                2013-07-08&#8901;14:57:53\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rebeca&#8901;Omana&#8901;Bruguera\">\n",
       "                \n",
       "                Rebeca&#8901;Omana&#8901;Bruguera\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rebeca\">\n",
       "                \n",
       "                Rebeca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Omana&#8901;Bruguera\">\n",
       "                \n",
       "                Omana&#8901;Bruguera\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rebe22222\">\n",
       "                \n",
       "                Rebe22222\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sun&#8901;Jul&#8901;05&#8901;2020&#8901;11:50:35&#8901;GMT-0400\">\n",
       "                \n",
       "                Sun&#8901;Jul&#8901;05&#8901;2020&#8901;11:50:35&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"69.174.87.140\">\n",
       "                \n",
       "                69.174.87.140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"996\">\n",
       "                \n",
       "                996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373295473,\"level4\":1373295473}\">\n",
       "                \n",
       "                {\"level\":1373295473,\"level4\":1373295473}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-GDDHAAPKNT4R\">\n",
       "                \n",
       "                I-GDDHAAPKNT4R\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1379337854\">\n",
       "                \n",
       "                1379337854\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:1:{s:64:\"1ab370b34ee335ca3db5979209ac1a1e1ff3c4458d04c9077f30a21f9f5270e9\";a:4:{s:10:\"expiration\";i:1595173835;s:2:\"ip\";s:13:\"187.237.25.96\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1593964235;}}\">\n",
       "                \n",
       "                a:1:{s:64:\"1ab370b34ee335ca3db5979209ac1a1e1ff3c4458d04c9077f30a21f9f5270e9\";a:4:{s:10:\"expiration\";i:1595173835;s:2:\"ip\";s:1...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"45\">\n",
       "                \n",
       "                45\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Clara\">\n",
       "                \n",
       "                Clara\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"clara\">\n",
       "                \n",
       "                clara\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"claraalfaro@me.com\">\n",
       "                \n",
       "                claraalfaro@me.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-08&#8901;16:46:56\">\n",
       "                \n",
       "                2013-07-08&#8901;16:46:56\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"$P$BIwpSjEYtbb0r2Yop4HvgbHSl6f0qZ/\">\n",
       "                \n",
       "                $P$BIwpSjEYtbb0r2Yop4HvgbHSl6f0qZ/\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Clara&#8901;Alfaro\">\n",
       "                \n",
       "                Clara&#8901;Alfaro\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Clara\">\n",
       "                \n",
       "                Clara\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alfaro\">\n",
       "                \n",
       "                Alfaro\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Clara\">\n",
       "                \n",
       "                Clara\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mon&#8901;Sep&#8901;07&#8901;2020&#8901;06:21:49&#8901;GMT-0400\">\n",
       "                \n",
       "                Mon&#8901;Sep&#8901;07&#8901;2020&#8901;06:21:49&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.152.172.137\">\n",
       "                \n",
       "                5.152.172.137\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373302016,\"level4\":1373302016}\">\n",
       "                \n",
       "                {\"level\":1373302016,\"level4\":1373302016}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-L9A7GPEKGRRV\">\n",
       "                \n",
       "                I-L9A7GPEKGRRV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"miastral.com\">\n",
       "                \n",
       "                miastral.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-L9A7GPEKGRRV\",\"last_name\":\"Alfaro&#8901;Brujo\",\"option_selection1\":\"miastral.com\",\"option_selection2\":\"5.152.172.137\",\"residence_country\":\"ES\",\"mc_currency\":\"USD\",\"item_name\":\"Aware&#8901;Supervixen&#8901;(Anual)\",\"business\":\"miastral.servicios@gmail.com\",\"amount3\":\"300.00\",\"recurring\":\"300.00\",\"verify_sign\":\"A1c3jw3C7NhiAhhhDN.T7m6uZtVRAvk8JRV-Hbtd-DUrq66jhwAW2KSy\",\"payer_status\":\"verified\",\"payer_email\":\"claraalfaro@mac.com\",\"first_name\":\"Clara\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payer_id\":\"UEZW6R9TY2YMU\",\"option_name1\":\"Originating&#8901;Domain\",\"invoice\":\"51daeba19084f~5.152.172.137\",\"option_name2\":\"Customer&#8901;IP&#8901;Address\",\"reattempt\":\"1\",\"item_number\":\"4\",\"subscr_date\":\"09:45:07&#8901;Jul&#8901;08,&#8901;2013&#8901;PDT\",\"custom\":\"miastral.com\",\"charset\":\"windows-1252\",\"notify_version\":\"3.7\",\"period3\":\"1&#8901;Y\",\"mc_amount3\":\"300.00\",\"ipn_track_id\":\"7fd3c38f4b7c7\",\"subscr_gateway\":\"paypal\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"5.152.172.137\",\"period1\":\"0&#8901;D\",\"mc_amount1\":\"0.00\",\"initial_term\":\"0&#8901;D\",\"initial\":\"300.00\",\"regular\":\"300.00\",\"regular_term\":\"1&#8901;Y\"}\">\n",
       "                \n",
       "                {\"txn_type\":\"subscr_signup\",\"subscr_id\":\"I-L9A7GPEKGRRV\",\"last_name\":\"Alfaro&#8901;Brujo\",\"option_selection1\":\"miastral.com\",...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3AJ64428S53837158\">\n",
       "                \n",
       "                3AJ64428S53837158\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Jul&#8901;08&#8901;2020&#8901;08:17:38&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Jul&#8901;08&#8901;2020&#8901;08:17:38&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:3:{s:64:\"8086733ad3764358d56675287c9ba17a4163d16b8fe04346f2f4d80a4f341eae\";a:4:{s:10:\"expiration\";i:1627326617;s:2:\"ip\";s:12:\"62.83.77.152\";s:2:\"ua\";s:126:\"Mozilla/5.0&#8901;(iPad;&#8901;CPU&#8901;OS&#8901;10_3_3&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/603.3.8&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/10.0&#8901;Mobile/14G60&#8901;Safari/602.1\";s:5:\"login\";i:1595790617;}s:64:\"870a29d310585e24ae0865e26a38cca9bf0773b47fa74bbdb111de2bc8ad12a5\";a:4:{s:10:\"expiration\";i:1627787670;s:2:\"ip\";s:12:\"81.35.120.27\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_3_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.0.5&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1596251670;}s:64:\"e4f3b3cbca13877521098ba8464252ed4724dd83c378aadbeebcacfa09c134f0\";a:4:{s:10:\"expiration\";i:1631010109;s:2:\"ip\";s:14:\"37.222.204.122\";s:2:\"ua\";s:126:\"Mozilla/5.0&#8901;(iPad;&#8901;CPU&#8901;OS&#8901;10_3_3&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/603.3.8&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/10.0&#8901;Mobile/14G60&#8901;Safari/602.1\";s:5:\"login\";i:1599474109;}}\">\n",
       "                \n",
       "                a:3:{s:64:\"8086733ad3764358d56675287c9ba17a4163d16b8fe04346f2f4d80a4f341eae\";a:4:{s:10:\"expiration\";i:1627326617;s:2:\"ip\";s:1...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48\">\n",
       "                \n",
       "                48\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"wenvillarruel\">\n",
       "                \n",
       "                wenvillarruel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"wenvillarruel\">\n",
       "                \n",
       "                wenvillarruel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"awhernandez75@gmail.com\">\n",
       "                \n",
       "                awhernandez75@gmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-08&#8901;21:57:02\">\n",
       "                \n",
       "                2013-07-08&#8901;21:57:02\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"iE9NCjqVrAJtHWHtMAUG\">\n",
       "                \n",
       "                iE9NCjqVrAJtHWHtMAUG\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wendy&#8901;Hernandez\">\n",
       "                \n",
       "                Wendy&#8901;Hernandez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wendy\">\n",
       "                \n",
       "                Wendy\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hernandez\">\n",
       "                \n",
       "                Hernandez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"wenvillarruel\">\n",
       "                \n",
       "                wenvillarruel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sun&#8901;Mar&#8901;11&#8901;2018&#8901;23:39:46&#8901;GMT-0400\">\n",
       "                \n",
       "                Sun&#8901;Mar&#8901;11&#8901;2018&#8901;23:39:46&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"187.237.39.24\">\n",
       "                \n",
       "                187.237.39.24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"178\">\n",
       "                \n",
       "                178\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373320622,\"level4\":1373320622}\">\n",
       "                \n",
       "                {\"level\":1373320622,\"level4\":1373320622}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1378743081\">\n",
       "                \n",
       "                1378743081\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:1:{s:64:\"b440f9a42f9d9d5ffbd74daf09f13abfe5dab564098eba3932eaf64839025feb\";a:4:{s:10:\"expiration\";i:1522035586;s:2:\"ip\";s:14:\"189.216.99.177\";s:2:\"ua\";s:136:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;11_2_6&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/604.5.6&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/11.0&#8901;Mobile/15D100&#8901;Safari/604.1\";s:5:\"login\";i:1520825986;}}\">\n",
       "                \n",
       "                a:1:{s:64:\"b440f9a42f9d9d5ffbd74daf09f13abfe5dab564098eba3932eaf64839025feb\";a:4:{s:10:\"expiration\";i:1522035586;s:2:\"ip\";s:1...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"61\">\n",
       "                \n",
       "                61\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"franciscaroni\">\n",
       "                \n",
       "                franciscaroni\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"franciscaroni\">\n",
       "                \n",
       "                franciscaroni\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"franciscaroni@gmail.com\">\n",
       "                \n",
       "                franciscaroni@gmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-12&#8901;22:58:21\">\n",
       "                \n",
       "                2013-07-12&#8901;22:58:21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"francis&#8901;suarez\">\n",
       "                \n",
       "                francis&#8901;suarez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"francis\">\n",
       "                \n",
       "                francis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"suarez\">\n",
       "                \n",
       "                suarez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"franciscaroni\">\n",
       "                \n",
       "                franciscaroni\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Tue&#8901;Sep&#8901;15&#8901;2020&#8901;23:40:46&#8901;GMT-0400\">\n",
       "                \n",
       "                Tue&#8901;Sep&#8901;15&#8901;2020&#8901;23:40:46&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.196.55.231\">\n",
       "                \n",
       "                71.196.55.231\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1727\">\n",
       "                \n",
       "                1727\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373669901,\"level4\":1373669901}\">\n",
       "                \n",
       "                {\"level\":1373669901,\"level4\":1373669901}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Dec&#8901;31&#8901;1969&#8901;20:00:00&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Demoted&#8901;by&#8901;s2Member:&#8901;Wed&#8901;Jun&#8901;8,&#8901;2016&#8901;12:14&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;-›&#8901;I-1449MNDVFHP8\">\n",
       "                \n",
       "                Demoted&#8901;by&#8901;s2Member:&#8901;Wed&#8901;Jun&#8901;8,&#8901;2016&#8901;12:14&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1393386477\">\n",
       "                \n",
       "                1393386477\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:4:{i:1430669658;s:16:\"-s2member_level4\";i:1433951729;s:15:\"s2member_level4\";i:1465388059;s:16:\"-s2member_level4\";i:1468437306;s:15:\"s2member_level4\";}\">\n",
       "                \n",
       "                a:4:{i:1430669658;s:16:\"-s2member_level4\";i:1433951729;s:15:\"s2member_level4\";i:1465388059;s:16:\"-s2member_level4\";i:14684373...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:10:{s:64:\"aeacffe39ae680d415194905c4468538103857b2e18b4032c1dae3ee95ee07a3\";a:4:{s:10:\"expiration\";i:1626799639;s:2:\"ip\";s:39:\"2607:fb90:92c4:6ad5:f5c9:d6c4:79ea:c29e\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595263639;}s:64:\"f1e7b84d81f0d3261ef5645c4bb9ef01a2108f09080303c98ea6e4bb3a6140f9\";a:4:{s:10:\"expiration\";i:1626802178;s:2:\"ip\";s:39:\"2600:1700:13a0:4420:a85e:fea7:3fa3:89d1\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595266178;}s:64:\"1100c4b2392ceb861a22c3371f7f4b3f0a98feb734a4b976b059cf65ca829da2\";a:4:{s:10:\"expiration\";i:1626815837;s:2:\"ip\";s:39:\"2600:1700:1cf0:86c1:ac37:15fc:9239:9c3e\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595279837;}s:64:\"7fae0a675e77a0dbae2227c5636a707f27c6bd08bc78051d2b0b2c95ccea472b\";a:4:{s:10:\"expiration\";i:1626884901;s:2:\"ip\";s:39:\"2600:1700:1cf0:86c0:6c45:bb98:3a9b:4d10\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595348901;}s:64:\"64c62b3ced873b944203dcc3b9be6d273d80d28b4c40f40c913975599b1b74e0\";a:4:{s:10:\"expiration\";i:1627490208;s:2:\"ip\";s:39:\"2600:1700:1cf0:86c1:8d1d:3cfb:8ab8:2b5e\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1595954208;}s:64:\"b1d28a2de21b9d8751eb61de554ab8b220962abbb13c17488e1d77ea5698ae53\";a:4:{s:10:\"expiration\";i:1628102303;s:2:\"ip\";s:39:\"2607:fb90:92cc:240e:4978:651f:abbb:7532\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1596566303;}s:64:\"a2187120055f1d90306ecdae4fb0829058fb69c1c61d95b82a50f626b6e38ce1\";a:4:{s:10:\"expiration\";i:1628263424;s:2:\"ip\";s:39:\"2607:fb90:92b1:bbb6:f5de:59d2:3cd6:9479\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1596727424;}s:64:\"8a6b9de7088c905eb8d2c732660bc0d93054b932cde610517ae4e00a0ec9692c\";a:4:{s:10:\"expiration\";i:1629298658;s:2:\"ip\";s:39:\"2607:fb90:92e9:c74e:643b:e2e7:e8ce:aece\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1597762658;}s:64:\"97b03bd9a170237c3570ec858b051d5f30db576f97cc01b55ea02e016a2bfcc2\";a:4:{s:10:\"expiration\";i:1629304732;s:2:\"ip\";s:39:\"2607:fb90:92e9:c74e:643b:e2e7:e8ce:aece\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_5_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.1&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1597768732;}s:64:\"6378507ac7e0ad8bfac3f80694538fdf4d67a9167641e6af4fac99490ee504ae\";a:4:{s:10:\"expiration\";i:1631763646;s:2:\"ip\";s:39:\"2607:fb90:9324:8b14:98c2:5709:36df:465d\";s:2:\"ua\";s:139:\"Mozilla/5.0&#8901;(iPhone;&#8901;CPU&#8901;iPhone&#8901;OS&#8901;13_6_1&#8901;like&#8901;Mac&#8901;OS&#8901;X)&#8901;AppleWebKit/605.1.15&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Version/13.1.2&#8901;Mobile/15E148&#8901;Safari/604.1\";s:5:\"login\";i:1600227646;}}\">\n",
       "                \n",
       "                a:10:{s:64:\"aeacffe39ae680d415194905c4468538103857b2e18b4032c1dae3ee95ee07a3\";a:4:{s:10:\"expiration\";i:1626799639;s:2:\"ip\";s:...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"66\">\n",
       "                \n",
       "                66\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Suza\">\n",
       "                \n",
       "                Suza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"suza\">\n",
       "                \n",
       "                suza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"susanavasquez17@gmail.com\">\n",
       "                \n",
       "                susanavasquez17@gmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-13&#8901;23:33:40\">\n",
       "                \n",
       "                2013-07-13&#8901;23:33:40\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Susana&#8901;Vasquez\">\n",
       "                \n",
       "                Susana&#8901;Vasquez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Susana\">\n",
       "                \n",
       "                Susana\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Vasquez\">\n",
       "                \n",
       "                Vasquez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Suza\">\n",
       "                \n",
       "                Suza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sun&#8901;Sep&#8901;06&#8901;2020&#8901;23:37:47&#8901;GMT-0400\">\n",
       "                \n",
       "                Sun&#8901;Sep&#8901;06&#8901;2020&#8901;23:37:47&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"190.154.10.88\">\n",
       "                \n",
       "                190.154.10.88\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1580\">\n",
       "                \n",
       "                1580\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373758420,\"level4\":1373758420}\">\n",
       "                \n",
       "                {\"level\":1373758420,\"level4\":1373758420}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-0MVM4DE1LXF4\">\n",
       "                \n",
       "                I-0MVM4DE1LXF4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"miastral.com\">\n",
       "                \n",
       "                miastral.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"mc_gross\":\"30.00\",\"invoice\":\"58d328bac4cd9~186.70.226.72\",\"protection_eligibility\":\"Ineligible\",\"payer_id\":\"FFTBZKUQKN6PY\",\"payment_date\":\"18:46:42&#8901;Mar&#8901;22,&#8901;2017&#8901;PDT\",\"payment_status\":\"Completed\",\"charset\":\"UTF-8\",\"first_name\":\"Susana\",\"option_selection1\":\"66\",\"option_selection2\":\"186.70.226.72\",\"mc_fee\":\"1.47\",\"subscr_id\":\"I-0MVM4DE1LXF4\",\"custom\":\"miastral.com\",\"payer_status\":\"verified\",\"business\":\"miastral.servicios@gmail.com\",\"payer_email\":\"susanavasquez17@gmail.com\",\"option_name1\":\"Referencing&#8901;Customer&#8901;ID\",\"option_name2\":\"Customer&#8901;IP&#8901;Address\",\"contact_phone\":\"+593&#8901;097048353\",\"txn_id\":\"7JD512058N8491315\",\"payment_type\":\"instant\",\"last_name\":\"Vasquez&#8901;Villacreses\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payment_fee\":\"1.47\",\"receiver_id\":\"XF57UPC6G9LBY\",\"txn_type\":\"subscr_payment\",\"item_name\":\"Aware&#8901;Supervixen&#8901;(Mensual)\",\"mc_currency\":\"USD\",\"item_number\":\"4\",\"residence_country\":\"EC\",\"transaction_subject\":\"Aware&#8901;Supervixen&#8901;(Mensual)\",\"payment_gross\":\"30.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-0MVM4DE1LXF4\",\"subscr_cid\":\"I-0MVM4DE1LXF4\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"186.70.226.72\",\"period1\":\"0&#8901;D\",\"mc_amount1\":\"0.00\",\"period3\":\"1&#8901;M\",\"mc_amount3\":\"30.00\",\"recurring\":\"30.00\",\"initial_term\":\"0&#8901;D\",\"initial\":\"30.00\",\"regular\":\"30.00\",\"regular_term\":\"1&#8901;M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}\">\n",
       "                \n",
       "                {\"mc_gross\":\"30.00\",\"invoice\":\"58d328bac4cd9~186.70.226.72\",\"protection_eligibility\":\"Ineligible\",\"payer_id\":\"FFTBZKUQKN6PY\",...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7JD512058N8491315\">\n",
       "                \n",
       "                7JD512058N8491315\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sat&#8901;Aug&#8901;22&#8901;2020&#8901;07:14:17&#8901;GMT-0400\">\n",
       "                \n",
       "                Sat&#8901;Aug&#8901;22&#8901;2020&#8901;07:14:17&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Demoted&#8901;by&#8901;s2Member:&#8901;Fri&#8901;Aug&#8901;23,&#8901;2013&#8901;11:44&#8901;am&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;-›&#8901;I-C8639KPWYEG9\n",
       "Demoted&#8901;by&#8901;s2Member:&#8901;Fri&#8901;May&#8901;22,&#8901;2015&#8901;1:39&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;-›&#8901;I-URGT53F4WTPV\n",
       "Demoted&#8901;by&#8901;s2Member:&#8901;Tue&#8901;Jul&#8901;12,&#8901;2016&#8901;1:05&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;-›&#8901;I-81ANA8RBJTED\n",
       "Demoted&#8901;by&#8901;s2Member:&#8901;Wed&#8901;Mar&#8901;22,&#8901;2017&#8901;1:31&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;→&#8901;I-X1PLBT8EASN5\">\n",
       "                \n",
       "                Demoted&#8901;by&#8901;s2Member:&#8901;Fri&#8901;Aug&#8901;23,&#8901;2013&#8901;11:44&#8901;am&#8901;UTC\n",
       "Paid&#8901;Subscr.&#...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1381758200\">\n",
       "                \n",
       "                1381758200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:4:{i:1432301976;s:16:\"-s2member_level4\";i:1438566917;s:15:\"s2member_level4\";i:1468328757;s:16:\"-s2member_level4\";i:1468338862;s:15:\"s2member_level4\";}\">\n",
       "                \n",
       "                a:4:{i:1432301976;s:16:\"-s2member_level4\";i:1438566917;s:15:\"s2member_level4\";i:1468328757;s:16:\"-s2member_level4\";i:14683388...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-0MVM4DE1LXF4\">\n",
       "                \n",
       "                I-0MVM4DE1LXF4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:11:{s:64:\"892aec3ae7aa1ce3d0b87dabf0da559cde675f8fdf47950596cbf22be2aebf4a\";a:4:{s:10:\"expiration\";i:1626664209;s:2:\"ip\";s:13:\"186.66.59.224\";s:2:\"ua\";s:121:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/83.0.4103.116&#8901;Safari/537.36\";s:5:\"login\";i:1595128209;}s:64:\"af99b3dd4c094f43803da373fc115f95f0145041313092cf3b14dbe30428e053\";a:4:{s:10:\"expiration\";i:1626839975;s:2:\"ip\";s:13:\"186.66.59.224\";s:2:\"ua\";s:121:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/83.0.4103.116&#8901;Safari/537.36\";s:5:\"login\";i:1595303975;}s:64:\"0a0b559e5bb157af5b28d5f51565f9af97cc3762672aaf198b862819549ef7ee\";a:4:{s:10:\"expiration\";i:1626932056;s:2:\"ip\";s:13:\"186.66.59.224\";s:2:\"ua\";s:120:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.89&#8901;Safari/537.36\";s:5:\"login\";i:1595396056;}s:64:\"9c2c74619257d2aa8c0979d6290b0ef900742abcfa9d8006b8de202cc7dd4034\";a:4:{s:10:\"expiration\";i:1627098974;s:2:\"ip\";s:13:\"186.66.59.224\";s:2:\"ua\";s:120:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.89&#8901;Safari/537.36\";s:5:\"login\";i:1595562974;}s:64:\"9e79add06e75c10c72a2880c8bb98a56b7b00e6ef97f14621f7dcd2936b9911d\";a:4:{s:10:\"expiration\";i:1627619960;s:2:\"ip\";s:13:\"186.66.59.224\";s:2:\"ua\";s:120:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.89&#8901;Safari/537.36\";s:5:\"login\";i:1596083960;}s:64:\"8c3be02d2c53a14012a6df40462b8396fe6d4cd594864c7ecd7fb8605e16adc8\";a:4:{s:10:\"expiration\";i:1627955433;s:2:\"ip\";s:13:\"186.66.59.224\";s:2:\"ua\";s:121:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.105&#8901;Safari/537.36\";s:5:\"login\";i:1596419433;}s:64:\"0e3b8aef4c4881f53b26204ca7912c39c2e0d3330449d58c1db9f80666003908\";a:4:{s:10:\"expiration\";i:1628566683;s:2:\"ip\";s:14:\"186.68.226.189\";s:2:\"ua\";s:121:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.105&#8901;Safari/537.36\";s:5:\"login\";i:1597030683;}s:64:\"c958732b5df803aaf9796f3b6bef0824fa4566ac8e52934a865d80e0c4ebceed\";a:4:{s:10:\"expiration\";i:1629082368;s:2:\"ip\";s:14:\"186.68.226.189\";s:2:\"ua\";s:121:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.125&#8901;Safari/537.36\";s:5:\"login\";i:1597546368;}s:64:\"50f0a5873c248d57ecdf56a5b7555cb445df798b7f2bbd9fcf63e16df94374c8\";a:4:{s:10:\"expiration\";i:1629787754;s:2:\"ip\";s:14:\"186.68.226.189\";s:2:\"ua\";s:121:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.135&#8901;Safari/537.36\";s:5:\"login\";i:1598251754;}s:64:\"a47e7dcd026276869ab12454088e06e1f533fe40a8f971153ebba6bb610913af\";a:4:{s:10:\"expiration\";i:1630389036;s:2:\"ip\";s:14:\"186.68.226.189\";s:2:\"ua\";s:120:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/85.0.4183.83&#8901;Safari/537.36\";s:5:\"login\";i:1598853036;}s:64:\"d0dc930f6f92efbcb3e086ea74d1b6ae9b15f3da1c17298b58a2501225b773bf\";a:4:{s:10:\"expiration\";i:1630985867;s:2:\"ip\";s:14:\"186.68.226.189\";s:2:\"ua\";s:120:\"Mozilla/5.0&#8901;(Macintosh;&#8901;Intel&#8901;Mac&#8901;OS&#8901;X&#8901;10_15_6)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/85.0.4183.83&#8901;Safari/537.36\";s:5:\"login\";i:1599449867;}}\">\n",
       "                \n",
       "                a:11:{s:64:\"892aec3ae7aa1ce3d0b87dabf0da559cde675f8fdf47950596cbf22be2aebf4a\";a:4:{s:10:\"expiration\";i:1626664209;s:2:\"ip\";s:...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"1490189487.0001\":\"-level1\",\"1490189487.0002\":\"-level2\",\"1490189487.0003\":\"-level3\",\"1490189487.0004\":\"-level4\",\"1490233608.0001\":\"level1\",\"1490233608.0002\":\"level2\",\"1490233608.0003\":\"level3\",\"1490233608.0004\":\"level4\"}\">\n",
       "                \n",
       "                {\"1490189487.0001\":\"-level1\",\"1490189487.0002\":\"-level2\",\"1490189487.0003\":\"-level3\",\"1490189487.0004\":\"-level4\",\"1490233608....\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1490189487\">\n",
       "                \n",
       "                1490189487\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-0MVM4DE1LXF4\">\n",
       "                \n",
       "                I-0MVM4DE1LXF4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71\">\n",
       "                \n",
       "                71\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Satoriv\">\n",
       "                \n",
       "                Satoriv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"satoriv\">\n",
       "                \n",
       "                satoriv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"satori.chi@gmail.com\">\n",
       "                \n",
       "                satori.chi@gmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-07-15&#8901;19:06:34\">\n",
       "                \n",
       "                2013-07-15&#8901;19:06:34\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Raquel&#8901;Rojas\">\n",
       "                \n",
       "                Raquel&#8901;Rojas\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"s2member_level4\">\n",
       "                \n",
       "                s2member_level4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Raquel\">\n",
       "                \n",
       "                Raquel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rojas\">\n",
       "                \n",
       "                Rojas\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Satoriv\">\n",
       "                \n",
       "                Satoriv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"fresh\">\n",
       "                \n",
       "                fresh\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"s2member_level4\":true}\">\n",
       "                \n",
       "                {\"s2member_level4\":true}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wed&#8901;Sep&#8901;09&#8901;2020&#8901;19:48:29&#8901;GMT-0400\">\n",
       "                \n",
       "                Wed&#8901;Sep&#8901;09&#8901;2020&#8901;19:48:29&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"76.109.182.254\">\n",
       "                \n",
       "                76.109.182.254\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1047\">\n",
       "                \n",
       "                1047\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"level\":1373915194,\"level3\":1373915194,\"level4\":1389977194}\">\n",
       "                \n",
       "                {\"level\":1373915194,\"level3\":1373915194,\"level4\":1389977194}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"paypal\">\n",
       "                \n",
       "                paypal\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-A9TW8VSAN6A1\">\n",
       "                \n",
       "                I-A9TW8VSAN6A1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"miastral.com\">\n",
       "                \n",
       "                miastral.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"mc_gross\":\"150.00\",\"invoice\":\"599a0349a3225~2606:6000:6193:a400:9846:fbd2:6cf7:97fd\",\"protection_eligibility\":\"Ineligible\",\"payer_id\":\"2KJ74UKC5HPC2\",\"payment_date\":\"14:48:15&#8901;Aug&#8901;20,&#8901;2017&#8901;PDT\",\"payment_status\":\"Completed\",\"charset\":\"UTF-8\",\"first_name\":\"Raquel\",\"option_selection1\":\"71\",\"option_selection2\":\"2606:6000:6193:a400:9846:fbd2:6cf7:97fd\",\"mc_fee\":\"4.65\",\"subscr_id\":\"I-A9TW8VSAN6A1\",\"custom\":\"miastral.com\",\"payer_status\":\"verified\",\"business\":\"miastral.servicios@gmail.com\",\"payer_email\":\"satori.chi@gmail.com\",\"option_name1\":\"Referencing&#8901;Customer&#8901;ID\",\"option_name2\":\"Customer&#8901;IP&#8901;Address\",\"contact_phone\":\"305-753-0250\",\"txn_id\":\"84L65821UH583163C\",\"payment_type\":\"instant\",\"last_name\":\"Rojas\",\"receiver_email\":\"miastral.servicios@gmail.com\",\"payment_fee\":\"4.65\",\"receiver_id\":\"XF57UPC6G9LBY\",\"txn_type\":\"subscr_payment\",\"item_name\":\"Aware&#8901;Supervixen&#8901;(Semestral)\",\"mc_currency\":\"USD\",\"item_number\":\"4\",\"residence_country\":\"US\",\"transaction_subject\":\"Aware&#8901;Supervixen&#8901;(Semestral)\",\"payment_gross\":\"150.00\",\"subscr_gateway\":\"paypal\",\"subscr_baid\":\"I-A9TW8VSAN6A1\",\"subscr_cid\":\"I-A9TW8VSAN6A1\",\"eotper\":null,\"ccaps\":null,\"level\":\"4\",\"ip\":\"2606:6000:6193:a400:9846:fbd2:6cf7:97fd\",\"period1\":\"0&#8901;D\",\"mc_amount1\":\"0.00\",\"period3\":\"6&#8901;M\",\"mc_amount3\":\"150.00\",\"recurring\":\"150.00\",\"initial_term\":\"0&#8901;D\",\"initial\":\"150.00\",\"regular\":\"150.00\",\"regular_term\":\"6&#8901;M\",\"currency\":\"USD\",\"currency_symbol\":\"$\"}\">\n",
       "                \n",
       "                {\"mc_gross\":\"150.00\",\"invoice\":\"599a0349a3225~2606:6000:6193:a400:9846:fbd2:6cf7:97fd\",\"protection_eligibility\":\"Ineligible\",...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"84L65821UH583163C\">\n",
       "                \n",
       "                84L65821UH583163C\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Thu&#8901;Aug&#8901;20&#8901;2020&#8901;07:00:59&#8901;GMT-0400\">\n",
       "                \n",
       "                Thu&#8901;Aug&#8901;20&#8901;2020&#8901;07:00:59&#8901;GMT-0400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Demoted&#8901;by&#8901;s2Member:&#8901;Wed&#8901;Jan&#8901;4,&#8901;2017&#8901;1:34&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#8901;ID&#8901;@&#8901;time&#8901;of&#8901;demotion:&#8901;paypal&#8901;-›&#8901;I-A73HKMEP89F6\">\n",
       "                \n",
       "                Demoted&#8901;by&#8901;s2Member:&#8901;Wed&#8901;Jan&#8901;4,&#8901;2017&#8901;1:34&#8901;pm&#8901;UTC\n",
       "Paid&#8901;Subscr.&#89...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1595425513\">\n",
       "                \n",
       "                1595425513\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"a:1:{i:1483536857;s:16:\"-s2member_level4\";}\">\n",
       "                \n",
       "                a:1:{i:1483536857;s:16:\"-s2member_level4\";}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-A9TW8VSAN6A1\">\n",
       "                \n",
       "                I-A9TW8VSAN6A1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" 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&#8901;10_15_5)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/84.0.4147.135&#8901;Safari/537.36\";s:5:\"login\";i:1599686810;}s:64:\"169880470e72f052eb8a14428af414f0fc94d9c966ec91fda61ea3c029ef7b93\";a:4:{s:10:\"expiration\";i:1631231309;s:2:\"ip\";s:15:\"152.174.108.131\";s:2:\"ua\";s:115:\"Mozilla/5.0&#8901;(Windows&#8901;NT&#8901;10.0;&#8901;Win64;&#8901;x64)&#8901;AppleWebKit/537.36&#8901;(KHTML,&#8901;like&#8901;Gecko)&#8901;Chrome/85.0.4183.102&#8901;Safari/537.36\";s:5:\"login\";i:1599695309;}}\">\n",
       "                \n",
       "                a:13:{s:64:\"dcad2b2f336d561eaa422fb198cff5c0ab30ca969d9ea998d3d50668ad3c1f2e\";a:4:{s:10:\"expiration\";i:1627013868;s:2:\"ip\";s:...\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"1503265701.0001\":\"level1\",\"1503265701.0002\":\"level2\",\"1503265701.0003\":\"level3\",\"1503265701.0004\":\"level4\"}\">\n",
       "                \n",
       "                {\"1503265701.0001\":\"level1\",\"1503265701.0002\":\"level2\",\"1503265701.0003\":\"level3\",\"1503265701.0004\":\"level4\"}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I-A9TW8VSAN6A1\">\n",
       "                \n",
       "                I-A9TW8VSAN6A1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 6213 rows / 183 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">8 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "_output = df.ext.profile(columns=\"*\", output=\"json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6167: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 45716 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "_output = df.ext.set_buffer(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6167: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 45716 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'new year': {'stats': {'match': 45716,\n",
       "    'missing': 312,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'date', 'format': '%d-%m-%Y'},\n",
       "    'frequency': [{'value': '01-01-2003', 'count': 3323},\n",
       "     {'value': '01-01-1979', 'count': 3046},\n",
       "     {'value': '01-01-1998', 'count': 2697},\n",
       "     {'value': '01-01-2006', 'count': 2456},\n",
       "     {'value': '01-01-1988', 'count': 2296},\n",
       "     {'value': '01-01-2002', 'count': 2078},\n",
       "     {'value': '01-01-2004', 'count': 1940},\n",
       "     {'value': '01-01-2000', 'count': 1792},\n",
       "     {'value': '01-01-1997', 'count': 1696},\n",
       "     {'value': '01-01-1999', 'count': 1691},\n",
       "     {'value': '01-01-2001', 'count': 1650},\n",
       "     {'value': '01-01-1990', 'count': 1518},\n",
       "     {'value': '01-01-2009', 'count': 1497},\n",
       "     {'value': '01-01-1986', 'count': 1375},\n",
       "     {'value': '01-01-2007', 'count': 1189},\n",
       "     {'value': '01-01-2010', 'count': 1005},\n",
       "     {'value': '01-01-1993', 'count': 979},\n",
       "     {'value': '01-01-2008', 'count': 957},\n",
       "     {'value': '01-01-1987', 'count': 916},\n",
       "     {'value': '01-01-1991', 'count': 877},\n",
       "     {'value': '01-01-2005', 'count': 875},\n",
       "     {'value': '01-01-1994', 'count': 719},\n",
       "     {'value': '01-01-2011', 'count': 713},\n",
       "     {'value': '01-01-1974', 'count': 691},\n",
       "     {'value': '01-01-1996', 'count': 583},\n",
       "     {'value': '01-01-1995', 'count': 487},\n",
       "     {'value': '01-01-1981', 'count': 463},\n",
       "     {'value': '01-01-1977', 'count': 421},\n",
       "     {'value': '01-01-1984', 'count': 402},\n",
       "     {'value': '01-01-1985', 'count': 378},\n",
       "     {'value': '01-01-1992', 'count': 372},\n",
       "     {'value': '01-01-1983', 'count': 360},\n",
       "     {'value': '01-01-1982', 'count': 344}],\n",
       "    'count_uniques': 245},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date', 'format': '%d-%m-%Y'}}},\n",
       " 'name': None,\n",
       " 'file_name': None,\n",
       " 'summary': {'cols_count': 11,\n",
       "  'rows_count': 45716,\n",
       "  'dtypes_list': ['int64', 'object', 'float64'],\n",
       "  'total_count_dtypes': 3,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\").cols.date_format(\"year\", \"%d/%m/%Y %I:%M:%S %p\", \"%d-%m-%Y\", output_cols=\"new year\").ext.profile([\"new year\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://192.168.86.250:23223/status'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op.client.dashboard_link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/foo.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/foo.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'utf-8',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'line_terminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}]}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = op.load.file(\"data/foo.csv\").ext.cache()\n",
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= df.cols.sqrt(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/foo.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'utf-8',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'line_terminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}],\n",
       " 'last_action_time': 1602444573,\n",
       " 'transformations': {'actions': [{'math': 'id'}]}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6167: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 19 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.414214</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423</td>\n",
       "      <td>piza</td>\n",
       "      <td>8</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.732051</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.236068</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.449490</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2.645751</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.828427</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.162278</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.316625</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.464102</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.605551</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994/01/04</td>\n",
       "      <td>run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.741657</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>553</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997/06/27</td>\n",
       "      <td>around</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.872983</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956/11/30</td>\n",
       "      <td>and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>886</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958/03/26</td>\n",
       "      <td>desert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4.123106</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>912</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000/03/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4.242641</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>812</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899/01/01</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4.358899</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921/05/03</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id             firstName              lastName billingId  \\\n",
       "0   1.000000                  Luis           Alvarez$$%!       123   \n",
       "1   1.414214                 André                Ampère       423   \n",
       "2   1.732051                 NiELS            Böhr//((%%       551   \n",
       "3   2.000000                  PAUL                dirac$       521   \n",
       "4   2.236068                Albert              Einstein       634   \n",
       "5   2.449490               Galileo               GALiLEI       672   \n",
       "6   2.645751                  CaRL              Ga%%%uss       323   \n",
       "7   2.828427                 David            H$$$ilbert       624   \n",
       "8   3.000000              Johannes                KEPLER       735   \n",
       "9   3.162278                 JaMES           M$$ax%%well       875   \n",
       "10  3.316625                 Isaac                Newton       992   \n",
       "11  3.464102                Emmy%%              Nöether$       234   \n",
       "12  3.605551                Max!!!             Planck!!!       111   \n",
       "13  3.741657                  Fred              Hoy&&&le       553   \n",
       "14  3.872983  (((   Heinrich )))))                 Hertz       116   \n",
       "15  4.000000               William            Gilbert###       886   \n",
       "16  4.123106                 Marie                 CURIE       912   \n",
       "17  4.242641                Arthur            COM%%%pton       812   \n",
       "18  4.358899                 JAMES              Chadwick       467   \n",
       "\n",
       "       product price       birth dummyCol  \n",
       "0         Cake    10  1980/07/07    never  \n",
       "1         piza     8  1950/07/08    gonna  \n",
       "2        pizza     8  1990/07/09     give  \n",
       "3        pizza     8  1954/07/10      you  \n",
       "4        pizza     8  1990/07/11       up  \n",
       "5        arepa     5  1930/08/12    never  \n",
       "6         taco     3  1970/07/13    gonna  \n",
       "7     taaaccoo     3  1950/07/14      let  \n",
       "8         taco     3  1920/04/22      you  \n",
       "9         taco     3  1923/03/12     down  \n",
       "10       pasta     9  1999/02/15   never   \n",
       "11       pasta     9  1993/12/08    gonna  \n",
       "12  hamburguer     4  1994/01/04     run   \n",
       "13      pizzza     8  1997/06/27   around  \n",
       "14       pizza     8  1956/11/30      and  \n",
       "15        BEER     2  1958/03/26   desert  \n",
       "16        Rice     1  2000/03/22      you  \n",
       "17      110790     5  1899/01/01        #  \n",
       "18         NaN    10  1921/05/03        #  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6167: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 19 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "df.ext.set_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/foo.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'utf-8',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'line_terminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}],\n",
       " 'last_action_time': 1602444021,\n",
       " 'transformations': {'actions': [{'math': 'id'}]},\n",
       " 'buffer_time': 1602444194}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get(\"buffer_time\") > df.meta.get(\"last_action_time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id',\n",
       " 'firstName',\n",
       " 'lastName',\n",
       " 'billingId',\n",
       " 'product',\n",
       " 'price',\n",
       " 'birth',\n",
       " 'dummyCol']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dask DataFrame Structure:\n",
      "                   id firstName lastName billingId product   price   birth dummyCol\n",
      "npartitions=1                                                                      \n",
      "               object    object   object    object  object  object  object   object\n",
      "                  ...       ...      ...       ...     ...     ...     ...      ...\n",
      "Dask Name: read-csv, 1 tasks *\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6167: UserWarning: Insufficient elements for `head`. 30 elements requested, only 19 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'id': {'stats': {'match': 19,\n",
       "    'missing': 0,\n",
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       "    'profiler_dtype': {'dtype': 'int'},\n",
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       "     {'value': '12', 'count': 1},\n",
       "     {'value': '13', 'count': 1},\n",
       "     {'value': '14', 'count': 1},\n",
       "     {'value': '15', 'count': 1},\n",
       "     {'value': '16', 'count': 1},\n",
       "     {'value': '18', 'count': 1},\n",
       "     {'value': '8', 'count': 1},\n",
       "     {'value': '19', 'count': 1},\n",
       "     {'value': '2', 'count': 1},\n",
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       "     {'value': '5', 'count': 1},\n",
       "     {'value': '6', 'count': 1},\n",
       "     {'value': '7', 'count': 1},\n",
       "     {'value': '1', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'firstName': {'stats': {'match': 19,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'William', 'count': 1},\n",
       "     {'value': 'Galileo', 'count': 1},\n",
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       "     {'value': 'Isaac', 'count': 1},\n",
       "     {'value': 'PAUL', 'count': 1},\n",
       "     {'value': 'JAMES', 'count': 1},\n",
       "     {'value': 'JaMES', 'count': 1},\n",
       "     {'value': 'Johannes', 'count': 1},\n",
       "     {'value': 'Luis', 'count': 1},\n",
       "     {'value': 'Marie', 'count': 1},\n",
       "     {'value': 'Max!!!', 'count': 1},\n",
       "     {'value': 'NiELS', 'count': 1},\n",
       "     {'value': '(((   Heinrich )))))', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'lastName': {'stats': {'match': 19,\n",
       "    'missing': 0,\n",
       "    'mismatch': 0,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'dirac$', 'count': 1},\n",
       "     {'value': 'Ga%%%uss', 'count': 1},\n",
       "     {'value': 'Alvarez$$%!', 'count': 1},\n",
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       "     {'value': 'Böhr//((%%', 'count': 1},\n",
       "     {'value': 'COM%%%pton', 'count': 1},\n",
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       "     {'value': 'Einstein', 'count': 1},\n",
       "     {'value': 'Gilbert###', 'count': 1},\n",
       "     {'value': 'Planck!!!', 'count': 1},\n",
       "     {'value': 'H$$$ilbert', 'count': 1},\n",
       "     {'value': 'Hertz', 'count': 1},\n",
       "     {'value': 'Hoy&&&le', 'count': 1},\n",
       "     {'value': 'KEPLER', 'count': 1},\n",
       "     {'value': 'M$$ax%%well', 'count': 1},\n",
       "     {'value': 'Newton', 'count': 1},\n",
       "     {'value': 'Nöether$', 'count': 1},\n",
       "     {'value': '             GALiLEI', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}},\n",
       "  'billingId': {'stats': {'match': 19,\n",
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       "     {'value': '423', 'count': 1},\n",
       "     {'value': '467', 'count': 1},\n",
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       "     {'value': '634', 'count': 1},\n",
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       "     {'value': '812', 'count': 1},\n",
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       "     {'value': '886', 'count': 1},\n",
       "     {'value': '111', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'int'}},\n",
       "  'product': {'stats': {'match': 18,\n",
       "    'missing': 1,\n",
       "    'mismatch': 1,\n",
       "    'profiler_dtype': {'dtype': 'string'},\n",
       "    'frequency': [{'value': 'pizza', 'count': 4},\n",
       "     {'value': 'taco', 'count': 3},\n",
       "     {'value': 'pasta', 'count': 2},\n",
       "     {'value': 'taaaccoo', 'count': 1},\n",
       "     {'value': 'pizzza', 'count': 1},\n",
       "     {'value': 'piza', 'count': 1},\n",
       "     {'value': 'nan', 'count': 1},\n",
       "     {'value': 'hamburguer', 'count': 1},\n",
       "     {'value': 'arepa', 'count': 1},\n",
       "     {'value': 'Rice', 'count': 1},\n",
       "     {'value': 'Cake', 'count': 1},\n",
       "     {'value': 'BEER', 'count': 1},\n",
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       "    'count_uniques': 13},\n",
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       "     {'value': '10', 'count': 2},\n",
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       "     {'value': '1921/05/03', 'count': 1},\n",
       "     {'value': '1923/03/12', 'count': 1},\n",
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       "     {'value': '1954/07/10', 'count': 1},\n",
       "     {'value': '1958/03/26', 'count': 1},\n",
       "     {'value': '1999/02/15', 'count': 1},\n",
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       "     {'value': '1993/12/08', 'count': 1},\n",
       "     {'value': '1994/01/04', 'count': 1},\n",
       "     {'value': '1997/06/27', 'count': 1},\n",
       "     {'value': '1899/01/01', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'date', 'format': '%Y/%m/%d'}},\n",
       "  'dummyCol': {'stats': {'match': 19,\n",
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       "    'mismatch': 0,\n",
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       "    'count_uniques': 13},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': {'dtype': 'string'}}},\n",
       " 'name': None,\n",
       " 'file_name': 'data/foo.csv',\n",
       " 'summary': {'cols_count': 8,\n",
       "  'rows_count': 19,\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(columns=\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/crime.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/crime.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'iso-8859-1',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'line_terminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}]}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = op.load.file(\"data/crime.csv\").ext.cache()\n",
    "df1.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'data/foo.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'utf-8',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'line_terminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}]}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "      <td>15</td>\n",
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       "      <td>JAMES</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921/05/03</td>\n",
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      "text/plain": [
       "    id             firstName              lastName billingId     product  \\\n",
       "0    1                  Luis           Alvarez$$%!       123        Cake   \n",
       "1    2                 André                Ampère       423        piza   \n",
       "2    3                 NiELS            Böhr//((%%       551       pizza   \n",
       "3    4                  PAUL                dirac$       521       pizza   \n",
       "4    5                Albert              Einstein       634       pizza   \n",
       "5    6               Galileo               GALiLEI       672       arepa   \n",
       "6    7                  CaRL              Ga%%%uss       323        taco   \n",
       "7    8                 David            H$$$ilbert       624    taaaccoo   \n",
       "8    9              Johannes                KEPLER       735        taco   \n",
       "9   10                 JaMES           M$$ax%%well       875        taco   \n",
       "10  11                 Isaac                Newton       992       pasta   \n",
       "11  12                Emmy%%              Nöether$       234       pasta   \n",
       "12  13                Max!!!             Planck!!!       111  hamburguer   \n",
       "13  14                  Fred              Hoy&&&le       553      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz       116       pizza   \n",
       "15  16               William            Gilbert###       886        BEER   \n",
       "16  17                 Marie                 CURIE       912        Rice   \n",
       "17  18                Arthur            COM%%%pton       812      110790   \n",
       "18  19                 JAMES              Chadwick       467         NaN   \n",
       "\n",
       "   price       birth dummyCol  \n",
       "0     10  1980/07/07    never  \n",
       "1      8  1950/07/08    gonna  \n",
       "2      8  1990/07/09     give  \n",
       "3      8  1954/07/10      you  \n",
       "4      8  1990/07/11       up  \n",
       "5      5  1930/08/12    never  \n",
       "6      3  1970/07/13    gonna  \n",
       "7      3  1950/07/14      let  \n",
       "8      3  1920/04/22      you  \n",
       "9      3  1923/03/12     down  \n",
       "10     9  1999/02/15   never   \n",
       "11     9  1993/12/08    gonna  \n",
       "12     4  1994/01/04     run   \n",
       "13     8  1997/06/27   around  \n",
       "14     8  1956/11/30      and  \n",
       "15     2  1958/03/26   desert  \n",
       "16     1  2000/03/22      you  \n",
       "17     5  1899/01/01        #  \n",
       "18    10  1921/05/03        #  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "      <td>CaRL</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.828427</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.162278</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.316625</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.464102</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.605551</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994/01/04</td>\n",
       "      <td>run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.741657</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>553</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997/06/27</td>\n",
       "      <td>around</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.872983</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956/11/30</td>\n",
       "      <td>and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>886</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958/03/26</td>\n",
       "      <td>desert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4.123106</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>912</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000/03/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4.242641</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>812</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899/01/01</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4.358899</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921/05/03</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id             firstName              lastName billingId  \\\n",
       "0   1.000000                  Luis           Alvarez$$%!       123   \n",
       "1   1.414214                 André                Ampère       423   \n",
       "2   1.732051                 NiELS            Böhr//((%%       551   \n",
       "3   2.000000                  PAUL                dirac$       521   \n",
       "4   2.236068                Albert              Einstein       634   \n",
       "5   2.449490               Galileo               GALiLEI       672   \n",
       "6   2.645751                  CaRL              Ga%%%uss       323   \n",
       "7   2.828427                 David            H$$$ilbert       624   \n",
       "8   3.000000              Johannes                KEPLER       735   \n",
       "9   3.162278                 JaMES           M$$ax%%well       875   \n",
       "10  3.316625                 Isaac                Newton       992   \n",
       "11  3.464102                Emmy%%              Nöether$       234   \n",
       "12  3.605551                Max!!!             Planck!!!       111   \n",
       "13  3.741657                  Fred              Hoy&&&le       553   \n",
       "14  3.872983  (((   Heinrich )))))                 Hertz       116   \n",
       "15  4.000000               William            Gilbert###       886   \n",
       "16  4.123106                 Marie                 CURIE       912   \n",
       "17  4.242641                Arthur            COM%%%pton       812   \n",
       "18  4.358899                 JAMES              Chadwick       467   \n",
       "\n",
       "       product price       birth dummyCol  \n",
       "0         Cake    10  1980/07/07    never  \n",
       "1         piza     8  1950/07/08    gonna  \n",
       "2        pizza     8  1990/07/09     give  \n",
       "3        pizza     8  1954/07/10      you  \n",
       "4        pizza     8  1990/07/11       up  \n",
       "5        arepa     5  1930/08/12    never  \n",
       "6         taco     3  1970/07/13    gonna  \n",
       "7     taaaccoo     3  1950/07/14      let  \n",
       "8         taco     3  1920/04/22      you  \n",
       "9         taco     3  1923/03/12     down  \n",
       "10       pasta     9  1999/02/15   never   \n",
       "11       pasta     9  1993/12/08    gonna  \n",
       "12  hamburguer     4  1994/01/04     run   \n",
       "13      pizzza     8  1997/06/27   around  \n",
       "14       pizza     8  1956/11/30      and  \n",
       "15        BEER     2  1958/03/26   desert  \n",
       "16        Rice     1  2000/03/22      you  \n",
       "17      110790     5  1899/01/01        #  \n",
       "18         NaN    10  1921/05/03        #  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.sqrt('id').compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'math' has no attribute 'kurtosis'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-89-d8d0e1b4abc0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmath\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mmath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkurtosis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'1'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: module 'math' has no attribute 'kurtosis'"
     ]
    }
   ],
   "source": [
    "import math\n",
    "math.kurtosis('1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "..\\optimus\\engines\\functions.py:187: RuntimeWarning: invalid value encountered in arctanh\n",
      "  \n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
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       "      <th>billingId</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
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       "      <td>1980/07/07</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>1950/07/08</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994/01/04</td>\n",
       "      <td>run</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>553</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997/06/27</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956/11/30</td>\n",
       "      <td>and</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>886</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958/03/26</td>\n",
       "      <td>desert</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>912</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000/03/22</td>\n",
       "      <td>you</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>812</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899/01/01</td>\n",
       "      <td>#</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921/05/03</td>\n",
       "      <td>#</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id             firstName              lastName billingId     product  \\\n",
       "0    1                  Luis           Alvarez$$%!       123        Cake   \n",
       "1    2                 André                Ampère       423        piza   \n",
       "2    3                 NiELS            Böhr//((%%       551       pizza   \n",
       "3    4                  PAUL                dirac$       521       pizza   \n",
       "4    5                Albert              Einstein       634       pizza   \n",
       "5    6               Galileo               GALiLEI       672       arepa   \n",
       "6    7                  CaRL              Ga%%%uss       323        taco   \n",
       "7    8                 David            H$$$ilbert       624    taaaccoo   \n",
       "8    9              Johannes                KEPLER       735        taco   \n",
       "9   10                 JaMES           M$$ax%%well       875        taco   \n",
       "10  11                 Isaac                Newton       992       pasta   \n",
       "11  12                Emmy%%              Nöether$       234       pasta   \n",
       "12  13                Max!!!             Planck!!!       111  hamburguer   \n",
       "13  14                  Fred              Hoy&&&le       553      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz       116       pizza   \n",
       "15  16               William            Gilbert###       886        BEER   \n",
       "16  17                 Marie                 CURIE       912        Rice   \n",
       "17  18                Arthur            COM%%%pton       812      110790   \n",
       "18  19                 JAMES              Chadwick       467         NaN   \n",
       "\n",
       "   price       birth dummyCol  ida  \n",
       "0     10  1980/07/07    never  NaN  \n",
       "1      8  1950/07/08    gonna  NaN  \n",
       "2      8  1990/07/09     give  NaN  \n",
       "3      8  1954/07/10      you  NaN  \n",
       "4      8  1990/07/11       up  NaN  \n",
       "5      5  1930/08/12    never  NaN  \n",
       "6      3  1970/07/13    gonna  NaN  \n",
       "7      3  1950/07/14      let  NaN  \n",
       "8      3  1920/04/22      you  NaN  \n",
       "9      3  1923/03/12     down  NaN  \n",
       "10     9  1999/02/15   never   NaN  \n",
       "11     9  1993/12/08    gonna  NaN  \n",
       "12     4  1994/01/04     run   NaN  \n",
       "13     8  1997/06/27   around  NaN  \n",
       "14     8  1956/11/30      and  NaN  \n",
       "15     2  1958/03/26   desert  NaN  \n",
       "16     1  2000/03/22      you  NaN  \n",
       "17     5  1899/01/01        #  NaN  \n",
       "18    10  1921/05/03        #  NaN  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from optimus.expressions import reserved_words, Parser\n",
    "p = Parser()\n",
    "\n",
    "df.cols.set(value=p.parse('ATANH(1.1)'), output_cols=\"ida\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute '_buffer'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-69de813ccc9f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_window\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mbuffer_window\u001b[1;34m(self, columns, lower_bound, upper_bound)\u001b[0m\n\u001b[0;32m    131\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mbuffer_window\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlower_bound\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mupper_bound\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    132\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 133\u001b[1;33m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    134\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_buffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    135\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3597\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3598\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3599\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"'DataFrame' object has no attribute %r\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3600\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3601\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__dir__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute '_buffer'"
     ]
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<optimus.engines.dask.extension.ext.<locals>.Ext object at 0x0000025054888A48>\n",
      "<optimus.engines.dask.extension.ext.<locals>.Ext object at 0x0000025054888388>\n",
      "<optimus.engines.dask.extension.ext.<locals>.Ext object at 0x000002505488AE48>\n",
      "<optimus.engines.pandas.extension.ext.<locals>.Ext object at 0x00000250548888C8>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:6167: UserWarning: Insufficient elements for `head`. 30 elements requested, only 19 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<optimus.engines.dask.extension.ext.<locals>.Ext object at 0x0000025054B42B48>\n",
      "<optimus.engines.dask.extension.ext.<locals>.Ext object at 0x0000025054A8F2C8>\n",
      "<optimus.engines.dask.extension.ext.<locals>.Ext object at 0x0000025054A5C788>\n"
     ]
    }
   ],
   "source": [
    "_output = df.ext.profile(columns=\"*\", output=\"json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'28479393': 1, '23760628': 1, '21857839': 1, '19748383': 1, '17484892': 1}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[col_name].astype(str).str.match(func[dtype]).value_counts().ext.to_dict()\n",
    "df[\"cedula\"].astype(str).value_counts().ext.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cedula', 'edad', 'apellido']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"columns\": {\"cedula\": {\"stats\": {\"match\": 5, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"int\"}, \"frequency\": [{\"value\": \"28479393\", \"count\": 1}, {\"value\": \"23760628\", \"count\": 1}, {\"value\": \"21857839\", \"count\": 1}, {\"value\": \"19748383\", \"count\": 1}, {\"value\": \"17484892\", \"count\": 1}], \"count_uniques\": 5}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"int\"}}, \"edad\": {\"stats\": {\"match\": 5, \"missing\": 0, \"mismatch\": 0, \"profiler_dtype\": {\"dtype\": \"int\"}, \"frequency\": [{\"value\": \"28\", \"count\": 1}, {\"value\": \"27\", \"count\": 1}, {\"value\": \"26\", \"count\": 1}, {\"value\": \"24\", \"count\": 1}, {\"value\": \"20\", \"count\": 1}], \"count_uniques\": 5}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"int\"}}, \"apellido\": {\"stats\": {\"match\": 2, \"missing\": 3, \"mismatch\": 3, \"profiler_dtype\": {\"dtype\": \"string\"}, \"frequency\": [{\"value\": \"nan\", \"count\": 3}, {\"value\": \"martinez\", \"count\": 1}, {\"value\": \"contreras\", \"count\": 1}], \"count_uniques\": 3}, \"dtype\": \"object\", \"profiler_dtype\": {\"dtype\": \"string\"}}}, \"name\": null, \"file_name\": \"https://bumblebee.nyc3.digitaloceanspaces.com/luisaguirre/edad-a3b720f7-931e-49f7-bc82-c31e97c98768.csv\", \"summary\": {\"cols_count\": 3, \"rows_count\": 5, \"dtypes_list\": [\"object\"], \"total_count_dtypes\": 1, \"missing_count\": 0, \"p_missing\": 0.0}}\n"
     ]
    }
   ],
   "source": [
    "print(_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 2 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">A</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">B</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.1\">\n",
       "                \n",
       "                1.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.2\">\n",
       "                \n",
       "                2.2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Optimus\">\n",
       "                \n",
       "                Optimus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron\">\n",
       "                \n",
       "                Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"true\">\n",
       "                \n",
       "                true\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"false\">\n",
       "                \n",
       "                false\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10/4/1980\">\n",
       "                \n",
       "                10/4/1980\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29/11/2007\">\n",
       "                \n",
       "                29/11/2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[1,2,3,4,5]\">\n",
       "                \n",
       "                [1,2,3,4,5]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[10,20,30,40,50]\">\n",
       "                \n",
       "                [10,20,30,40,50]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"a\":1,\"b\":2,\"c\":3}\">\n",
       "                \n",
       "                {\"a\":1,\"b\":2,\"c\":3}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"{\"d\":1,\"e\":2,\"f\":3}\">\n",
       "                \n",
       "                {\"d\":1,\"e\":2,\"f\":3}\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"male\">\n",
       "                \n",
       "                male\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"female\">\n",
       "                \n",
       "                female\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"111.111.111.111\">\n",
       "                \n",
       "                111.111.111.111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"192.0.0.1\">\n",
       "                \n",
       "                192.0.0.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"https://hi-bumblebee.com\">\n",
       "                \n",
       "                https://hi-bumblebee.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"https://google.com\">\n",
       "                \n",
       "                https://google.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 2 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'frequency': {'A': {'values': [{'value': '{\"a\":1,\"b\":2,\"c\":3}', 'count': 1},\n",
       "    {'value': 'true', 'count': 1},\n",
       "    {'value': 'male', 'count': 1},\n",
       "    {'value': 'https://hi-bumblebee.com', 'count': 1},\n",
       "    {'value': 'argenis@hi-bumblebee.com', 'count': 1},\n",
       "    {'value': '[1,2,3,4,5]', 'count': 1},\n",
       "    {'value': 'Optimus', 'count': 1},\n",
       "    {'value': '5555555555554444', 'count': 1},\n",
       "    {'value': '30345', 'count': 1},\n",
       "    {'value': '111.111.111.111', 'count': 1},\n",
       "    {'value': '10/4/1980', 'count': 1},\n",
       "    {'value': '1.1', 'count': 1},\n",
       "    {'value': '1', 'count': 1}]},\n",
       "  'B': {'values': [{'value': '{\"d\":1,\"e\":2,\"f\":3}', 'count': 1},\n",
       "    {'value': 'luis@hi-bumblebee.com', 'count': 1},\n",
       "    {'value': 'https://google.com', 'count': 1},\n",
       "    {'value': 'female', 'count': 1},\n",
       "    {'value': 'false', 'count': 1},\n",
       "    {'value': '[10,20,30,40,50]', 'count': 1},\n",
       "    {'value': 'Megatron', 'count': 1},\n",
       "    {'value': '4111111111111111', 'count': 1},\n",
       "    {'value': '29/11/2007', 'count': 1},\n",
       "    {'value': '2.2', 'count': 1},\n",
       "    {'value': '2', 'count': 1},\n",
       "    {'value': '192.0.0.1', 'count': 1},\n",
       "    {'value': '11529', 'count': 1}]}}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "---\n",
      "False\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "import fastnumbers\n",
    "value = \"1.1\"\n",
    "print(fastnumbers.isfloat(value) is True and fastnumbers.isint(value) is False)\n",
    "print(\"---\")\n",
    "print(fastnumbers.isint(value))\n",
    "print(fastnumbers.isfloat(value))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<function profiler_dtype_func.<locals>._int at 0x000001EAE9428438> 1\n",
      "<function profiler_dtype_func.<locals>._int at 0x000001EAE9428438> 5555555555554444\n",
      "<function profiler_dtype_func.<locals>._int at 0x000001EAE9428438> 30345\n",
      "{'A': {'mismatch': 10, 'missing': 0, 'match': 3, 'profiler_dtype': 'int'}}\n",
      "<function profiler_dtype_func.<locals>._float at 0x000001EAE88CC828> 1.1\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'decimal'}}\n",
      "<function str_to_boolean at 0x000001EAE918ECA8> TRUE\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'boolean'}}\n",
      "<function str_to_date at 0x000001EAE92DBD38> 29/11/2007\n",
      "{'B': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'date'}}\n",
      "<function str_to_array at 0x000001EAE91CF048> 1\n",
      "<function str_to_array at 0x000001EAE91CF048> 1.1\n",
      "<function str_to_array at 0x000001EAE91CF048> Optimus\n",
      "<function str_to_array at 0x000001EAE91CF048> TRUE\n",
      "<function str_to_array at 0x000001EAE91CF048> 10/4/1980\n",
      "<function str_to_array at 0x000001EAE91CF048> [1,2,3,4,5]\n",
      "<function str_to_array at 0x000001EAE91CF048> {\"a\":1,\"b\":2,\"c\":3}\n",
      "<function str_to_array at 0x000001EAE91CF048> Male\n",
      "<function str_to_array at 0x000001EAE91CF048> 111.111.111.111\n",
      "<function str_to_array at 0x000001EAE91CF048> https://hi-bumblebee.com\n",
      "<function str_to_array at 0x000001EAE91CF048> argenis@hi-bumblebee.com\n",
      "<function str_to_array at 0x000001EAE91CF048> 5555555555554444\n",
      "<function str_to_array at 0x000001EAE91CF048> 30345\n",
      "{'A': {'mismatch': 0, 'missing': 0, 'match': 13, 'profiler_dtype': 'array'}}\n",
      "<function str_to_object at 0x000001EAE91CF0D8> {\"a\":1,\"b\":2,\"c\":3}\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'object'}}\n",
      "<function str_to_gender at 0x000001EAE92DBEE8> Male\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'gender'}}\n",
      "<function str_to_ip at 0x000001EAE91CF1F8> 111.111.111.111\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'ip'}}\n",
      "<function str_to_url at 0x000001EAE91CF168> https://hi-bumblebee.com\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'url'}}\n",
      "<function str_to_email at 0x000001EAE91CF288> argenis@hi-bumblebee.com\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'email'}}\n",
      "{'A': {'mismatch': 13, 'missing': 0, 'match': 0, 'profiler_dtype': 'credit_card_number'}}\n",
      "<function str_to_zip_code at 0x000001EAE91CF3A8> 30345\n",
      "{'A': {'mismatch': 12, 'missing': 0, 'match': 1, 'profiler_dtype': 'zip_code'}}\n"
     ]
    }
   ],
   "source": [
    "print(df.cols.count_mismatch({\"A\":\"int\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"decimal\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"boolean\"}))\n",
    "print(df.cols.count_mismatch({\"B\":\"date\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"array\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"object\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"gender\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"ip\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"url\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"email\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"credit_card_number\"}))\n",
    "print(df.cols.count_mismatch({\"A\":\"zip_code\"}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'> 1\n",
      "<class 'str'> 1.1\n",
      "<class 'str'> Optimus\n",
      "<class 'str'> TRUE\n",
      "<class 'str'> 10/4/1980\n",
      "<class 'str'> [1,2,3,4,5]\n",
      "<class 'str'> {\"a\":1,\"b\":2,\"c\":3}\n",
      "<class 'str'> Male\n",
      "<class 'str'> 111.111.111.111\n",
      "<class 'str'> https://hi-bumblebee.com\n",
      "<class 'str'> argenis@hi-bumblebee.com\n",
      "<class 'str'> 5555555555554444\n",
      "<class 'str'> 30345\n"
     ]
    }
   ],
   "source": [
    "for i in df[\"A\"]:\n",
    "    print(type(i),i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Package                       Version            \n",
      "----------------------------- -------------------\n",
      "-aex-core                     0.7.2              \n",
      "-illow                        7.0.0              \n",
      "-umba                         0.48.0             \n",
      "-umpy                         1.15.4             \n",
      "-ymongo                       3.8.0              \n",
      "absl-py                       0.7.0              \n",
      "airtable-python-wrapper       0.11.3.post1       \n",
      "alabaster                     0.7.12             \n",
      "alembic                       1.4.2              \n",
      "altair                        3.0.1              \n",
      "amqp                          2.4.1              \n",
      "anaconda-client               1.7.2              \n",
      "anaconda-navigator            1.9.12             \n",
      "ansiwrap                      0.8.4              \n",
      "apache-airflow                1.10.9             \n",
      "apiclient                     1.0.4              \n",
      "apispec                       1.3.3              \n",
      "aplus                         0.11.0             \n",
      "argcomplete                   1.11.1             \n",
      "argh                          0.26.2             \n",
      "arrow                         0.15.6             \n",
      "asn1crypto                    1.3.0              \n",
      "astor                         0.7.1              \n",
      "astroid                       2.3.3              \n",
      "astropy                       4.0.1.post1        \n",
      "atomicwrites                  1.3.0              \n",
      "attrs                         19.3.0             \n",
      "autopep8                      1.4.4              \n",
      "autovizwidget                 0.12.9             \n",
      "Babel                         2.8.0              \n",
      "backcall                      0.1.0              \n",
      "backoff                       1.8.0              \n",
      "backports.functools-lru-cache 1.6.1              \n",
      "backports.tempfile            1.0                \n",
      "backports.weakref             1.0.post1          \n",
      "bcrypt                        3.1.7              \n",
      "beautifulsoup4                4.8.2              \n",
      "bleach                        3.1.4              \n",
      "bokeh                         2.0.1              \n",
      "boltons                       19.1.0             \n",
      "boto3                         1.9.139            \n",
      "botocore                      1.12.139           \n",
      "bqplot                        0.12.3             \n",
      "branca                        0.3.1              \n",
      "cached-property               1.5.1              \n",
      "cachetools                    3.1.1              \n",
      "cattrs                        0.9.0              \n",
      "certifi                       2020.4.5.1         \n",
      "cffi                          1.14.0             \n",
      "chardet                       3.0.4              \n",
      "ciso8601                      2.1.3              \n",
      "click                         7.1.1              \n",
      "cloudpickle                   1.3.0              \n",
      "clyent                        1.2.2              \n",
      "colorama                      0.4.3              \n",
      "colorcet                      2.0.1              \n",
      "colorlog                      4.0.2              \n",
      "conda                         4.8.3              \n",
      "conda-build                   3.17.8             \n",
      "conda-package-handling        1.6.0              \n",
      "conda-verify                  3.4.2              \n",
      "configparser                  3.5.3              \n",
      "croniter                      0.3.31             \n",
      "cryptography                  2.8                \n",
      "cycler                        0.10.0             \n",
      "Cython                        0.29.19            \n",
      "cytoolz                       0.10.1             \n",
      "dask                          2.14.0             \n",
      "dask-glm                      0.2.0              \n",
      "dask-ml                       1.2.0              \n",
      "dask-tensorflow               0.0.2              \n",
      "dask-xgboost                  0.1.9              \n",
      "databricks-cli                0.8.6              \n",
      "datashader                    0.8.0              \n",
      "decorator                     4.4.2              \n",
      "deepdiff                      4.0.6              \n",
      "defusedxml                    0.6.0              \n",
      "Deprecated                    1.2.5              \n",
      "diff-match-patch              20181111           \n",
      "dill                          0.3.0              \n",
      "distributed                   2.14.0             \n",
      "dlib                          19.17.0            \n",
      "docker                        3.7.2              \n",
      "docker-pycreds                0.4.0              \n",
      "docutils                      0.15.2             \n",
      "dufte                         0.2.3              \n",
      "entrypoints                   0.3                \n",
      "face                          19.1.2             \n",
      "face-recognition              1.2.3              \n",
      "face-recognition-models       0.3.0              \n",
      "fast-histogram                0.8                \n",
      "fastavro                      0.22.7             \n",
      "fastnumbers                   3.0.0              \n",
      "fastparquet                   0.3.3              \n",
      "filelock                      3.0.12             \n",
      "findspark                     1.3.0              \n",
      "flake8                        3.7.9              \n",
      "Flask-Admin                   1.5.4              \n",
      "Flask-AppBuilder              2.3.0              \n",
      "Flask-Babel                   1.0.0              \n",
      "Flask-Caching                 1.3.3              \n",
      "Flask-JWT-Extended            3.24.1             \n",
      "Flask-Login                   0.4.1              \n",
      "Flask-OpenID                  1.2.5              \n",
      "Flask-SQLAlchemy              2.4.1              \n",
      "flask-swagger                 0.2.13             \n",
      "Flask-WTF                     0.14.3             \n",
      "fsspec                        0.7.1              \n",
      "funcsigs                      1.0.2              \n",
      "future                        0.16.0             \n",
      "gast                          0.2.2              \n",
      "genson                        1.1.0              \n",
      "gitdb2                        2.0.5              \n",
      "GitPython                     2.1.11             \n",
      "glob2                         0.7                \n",
      "glom                          19.2.0             \n",
      "google-api-python-client      1.7.9              \n",
      "google-auth                   1.6.3              \n",
      "google-auth-httplib2          0.0.3              \n",
      "google-auth-oauthlib          0.2.0              \n",
      "graphviz                      0.13               \n",
      "grpcio                        1.19.0             \n",
      "gspread                       3.1.0              \n",
      "gunicorn                      19.9.0             \n",
      "h2o-pysparkling-2.3           2.3.24             \n",
      "h2o-pysparkling-2.4           2.4.10             \n",
      "h5py                          2.10.0             \n",
      "handyspark                    0.2.1a1            \n",
      "hdijupyterutils               0.12.9             \n",
      "HeapDict                      1.0.1              \n",
      "holoviews                     1.12.6             \n",
      "httplib2                      0.12.1             \n",
      "humanize                      0.5.1              \n",
      "hyperloglog                   0.0.12             \n",
      "hypothesis                    5.8.3              \n",
      "idna                          2.9                \n",
      "imagesize                     1.2.0              \n",
      "imgkit                        1.0.1              \n",
      "importlib-metadata            1.5.0              \n",
      "intervaltree                  3.0.2              \n",
      "ipydatawidgets                4.0.1              \n",
      "ipykernel                     5.1.4              \n",
      "ipyleaflet                    0.12.2             \n",
      "ipympl                        0.4.1              \n",
      "ipython                       7.5.0              \n",
      "ipython-genutils              0.2.0              \n",
      "ipyvolume                     0.5.2              \n",
      "ipyvue                        1.1.0              \n",
      "ipyvuetify                    1.1.1              \n",
      "ipywebrtc                     0.5.0              \n",
      "ipywidgets                    7.5.1              \n",
      "iso8601                       0.1.12             \n",
      "isort                         4.3.21             \n",
      "jedi                          0.14.1             \n",
      "Jinja2                        2.11.1             \n",
      "jmespath                      0.9.4              \n",
      "joblib                        0.14.1             \n",
      "json-merge-patch              0.2                \n",
      "json5                         0.9.4              \n",
      "jsonpickle                    1.1                \n",
      "jsonschema                    3.2.0              \n",
      "jupyter-client                6.1.2              \n",
      "jupyter-core                  4.6.3              \n",
      "jupyterlab                    1.2.5              \n",
      "jupyterlab-server             1.1.0              \n",
      "jupytext                      1.1.1              \n",
      "Keras                         2.2.4              \n",
      "Keras-Applications            1.0.7              \n",
      "Keras-Preprocessing           1.0.9              \n",
      "keyring                       21.1.1             \n",
      "kiwisolver                    1.1.0              \n",
      "kombu                         4.5.0              \n",
      "lazy-object-proxy             1.4.3              \n",
      "libarchive-c                  2.9                \n",
      "livy                          0.6.0              \n",
      "llvmlite                      0.31.0             \n",
      "locket                        0.2.0              \n",
      "lockfile                      0.12.2             \n",
      "Mako                          1.1.2              \n",
      "Markdown                      2.6.11             \n",
      "MarkupSafe                    1.1.1              \n",
      "marshmallow                   3.5.1              \n",
      "marshmallow-enum              1.5.1              \n",
      "marshmallow-oneofschema       2.0.1              \n",
      "marshmallow-sqlalchemy        0.22.3             \n",
      "matplotlib                    3.0.3              \n",
      "mccabe                        0.6.1              \n",
      "menuinst                      1.4.16             \n",
      "mistune                       0.8.4              \n",
      "mkl-fft                       1.0.15             \n",
      "mkl-random                    1.1.0              \n",
      "mkl-service                   2.3.0              \n",
      "mleap                         0.8.1              \n",
      "mlflow                        0.9.1              \n",
      "mock                          4.0.1              \n",
      "modin                         0.7.0              \n",
      "more-itertools                8.2.0              \n",
      "msgpack                       1.0.0              \n",
      "multipledispatch              0.6.0              \n",
      "mypy-extensions               0.4.3              \n",
      "mysqlclient                   1.4.6              \n",
      "navigator-updater             0.2.1              \n",
      "nbconvert                     5.6.1              \n",
      "nbformat                      5.0.4              \n",
      "nltk                          3.4.5              \n",
      "nose-exclude                  0.5.0              \n",
      "notebook                      6.0.2              \n",
      "numba                         0.49.0             \n",
      "numpy                         1.18.2             \n",
      "numpydoc                      0.9.2              \n",
      "oauthlib                      3.0.1              \n",
      "olefile                       0.46               \n",
      "ordered-set                   3.1.1              \n",
      "ordered-set-stubs             0.1.3              \n",
      "orjson                        2.6.1              \n",
      "packaging                     20.3               \n",
      "paho-mqtt                     1.4.0              \n",
      "pandas                        1.0.3              \n",
      "pandocfilters                 1.4.2              \n",
      "panel                         0.6.4              \n",
      "papermill                     1.0.1              \n",
      "param                         1.9.0              \n",
      "paramiko                      2.7.1              \n",
      "parso                         0.5.2              \n",
      "partd                         1.1.0              \n",
      "pathtools                     0.1.2              \n",
      "patsy                         0.5.1              \n",
      "pendulum                      2.1.0              \n",
      "perfplot                      0.8.1              \n",
      "pexpect                       4.8.0              \n",
      "pickleshare                   0.7.5              \n",
      "pika                          0.12.0             \n",
      "Pillow                        7.1.1              \n",
      "pip                           20.0.2             \n",
      "pkginfo                       1.5.0.1            \n",
      "plotly                        4.1.0              \n",
      "pluggy                        0.13.1             \n",
      "prefect                       0.9.8              \n",
      "prison                        0.1.2              \n",
      "progressbar2                  3.37.1             \n",
      "prometheus-client             0.7.1              \n",
      "prompt-toolkit                3.0.4              \n",
      "protobuf                      3.7.0              \n",
      "psutil                        5.7.0              \n",
      "py                            1.8.1              \n",
      "py4j                          0.10.7             \n",
      "pyarrow                       0.16.0             \n",
      "pyasn1                        0.4.5              \n",
      "pyasn1-modules                0.2.4              \n",
      "pybind11                      2.5.0              \n",
      "pycodestyle                   2.5.0              \n",
      "pycosat                       0.6.3              \n",
      "pycparser                     2.20               \n",
      "pycryptodome                  3.8.2              \n",
      "pycryptodomex                 3.8.2              \n",
      "pyct                          0.4.6              \n",
      "pydocstyle                    4.0.1              \n",
      "pyflakes                      2.1.1              \n",
      "Pygments                      2.6.1              \n",
      "PyJWT                         1.7.1              \n",
      "pylint                        2.4.4              \n",
      "pylivy                        0.0.3              \n",
      "pymongo                       3.8.0              \n",
      "PyMySQL                       0.9.3              \n",
      "PyNaCl                        1.3.0              \n",
      "pyOpenSSL                     19.1.0             \n",
      "pyparsing                     2.4.6              \n",
      "PyPika                        0.32.0             \n",
      "pypiwin32                     223                \n",
      "pyreadline                    2.1                \n",
      "pyrsistent                    0.16.0             \n",
      "PySocks                       1.7.1              \n",
      "pyspark                       2.3.1              \n",
      "pytest                        5.4.1              \n",
      "pytest-arraydiff              0.3                \n",
      "pytest-astropy                0.8.0              \n",
      "pytest-astropy-header         0.1.2              \n",
      "pytest-doctestplus            0.5.0              \n",
      "pytest-openfiles              0.4.0              \n",
      "pytest-remotedata             0.3.2              \n",
      "pytest-runner                 5.2                \n",
      "python-box                    4.2.2              \n",
      "python-daemon                 2.1.2              \n",
      "python-dateutil               2.8.1              \n",
      "python-editor                 1.0.4              \n",
      "python-jsonrpc-server         0.3.4              \n",
      "python-language-server        0.31.9             \n",
      "python-magic                  0.4.15             \n",
      "python-magic-bin              0.4.14             \n",
      "python-slugify                4.0.0              \n",
      "python-utils                  2.3.0              \n",
      "python3-openid                3.1.0              \n",
      "pythreejs                     2.1.1              \n",
      "pytz                          2019.3             \n",
      "pytzdata                      2019.3             \n",
      "pyviz-comms                   0.7.2              \n",
      "pywin32                       227                \n",
      "pywin32-ctypes                0.2.0              \n",
      "pywinpty                      0.5.7              \n",
      "PyYAML                        5.3.1              \n",
      "pyzmq                         18.1.1             \n",
      "QDarkStyle                    2.8                \n",
      "QtAwesome                     0.7.0              \n",
      "qtconsole                     4.7.2              \n",
      "QtPy                          1.9.0              \n",
      "querystring-parser            1.2.3              \n",
      "ratelimit                     2.2.1              \n",
      "readme-renderer               24.0               \n",
      "requests                      2.23.0             \n",
      "requests-kerberos             0.12.0             \n",
      "requests-oauthlib             1.2.0              \n",
      "requests-toolbelt             0.9.1              \n",
      "retrying                      1.3.3              \n",
      "rope                          0.16.0             \n",
      "rsa                           4.0                \n",
      "Rtree                         0.9.3              \n",
      "ruamel-yaml                   0.15.87            \n",
      "ruamel.yaml                   0.16.10            \n",
      "ruamel.yaml.clib              0.2.0              \n",
      "s3fs                          0.2.2              \n",
      "s3transfer                    0.2.0              \n",
      "scikit-learn                  0.22.1             \n",
      "scipy                         1.4.1              \n",
      "seaborn                       0.10.0             \n",
      "Send2Trash                    1.5.0              \n",
      "setproctitle                  1.1.10             \n",
      "setuptools                    46.1.3.post20200330\n",
      "sightengine                   1.4.0              \n",
      "simplejson                    3.16.0             \n",
      "singleton-decorator           1.0.0              \n",
      "six                           1.14.0             \n",
      "sklearn                       0.0                \n",
      "smmap2                        2.0.5              \n",
      "snowballstemmer               2.0.0              \n",
      "sortedcontainers              2.1.0              \n",
      "soupsieve                     2.0                \n",
      "sparkmagic                    0.12.9             \n",
      "sparse-dot-topn               0.2.9              \n",
      "Sphinx                        2.4.4              \n",
      "sphinxcontrib-applehelp       1.0.2              \n",
      "sphinxcontrib-devhelp         1.0.2              \n",
      "sphinxcontrib-htmlhelp        1.0.3              \n",
      "sphinxcontrib-jsmath          1.0.1              \n",
      "sphinxcontrib-qthelp          1.0.3              \n",
      "sphinxcontrib-serializinghtml 1.1.4              \n",
      "spyder                        4.0.1              \n",
      "spyder-kernels                1.8.1              \n",
      "SQLAlchemy                    1.3.16             \n",
      "SQLAlchemy-JSONField          0.9.0              \n",
      "SQLAlchemy-Utils              0.36.3             \n",
      "sqlparse                      0.3.0              \n",
      "statsmodels                   0.11.0             \n",
      "streamz                       0.5.3              \n",
      "string-grouper                0.1.0              \n",
      "supervisor                    4.1.0              \n",
      "tabulate                      0.8.7              \n",
      "tblib                         1.6.0              \n",
      "tenacity                      4.12.0             \n",
      "tensorboard                   1.13.0             \n",
      "tensorflow                    1.13.1             \n",
      "tensorflow-estimator          1.13.0             \n",
      "termcolor                     1.1.0              \n",
      "terminado                     0.8.3              \n",
      "termtables                    0.1.2              \n",
      "testfixtures                  6.10.3             \n",
      "testpath                      0.4.4              \n",
      "text-unidecode                1.3                \n",
      "textwrap3                     0.9.2              \n",
      "thrift                        0.13.0             \n",
      "toml                          0.10.0             \n",
      "toolz                         0.10.0             \n",
      "tornado                       6.0.4              \n",
      "tqdm                          4.44.1             \n",
      "traitlets                     4.3.3              \n",
      "traittypes                    0.2.1              \n",
      "turbodbc                      4.0.0              \n",
      "twine                         2.0.0              \n",
      "typing                        3.7.4.1            \n",
      "typing-extensions             3.7.4.1            \n",
      "tzlocal                       1.5.1              \n",
      "ujson                         1.35               \n",
      "uritemplate                   3.0.0              \n",
      "urllib3                       1.25.9             \n",
      "vaex                          2.6.1              \n",
      "vaex-arrow                    0.4.2              \n",
      "vaex-astro                    0.6.1              \n",
      "vaex-core                     1.5.0              \n",
      "vaex-hdf5                     0.5.6              \n",
      "vaex-jupyter                  0.4.1              \n",
      "vaex-ml                       0.8.0              \n",
      "vaex-server                   0.2.1              \n",
      "vaex-viz                      0.3.8              \n",
      "vega                          2.1.0              \n",
      "vega-datasets                 0.7.0              \n",
      "vine                          1.2.0              \n",
      "virtualenv                    16.6.2             \n",
      "watchdog                      0.10.2             \n",
      "wcwidth                       0.1.9              \n",
      "webencodings                  0.5.1              \n",
      "websocket-client              0.56.0             \n",
      "wheel                         0.34.2             \n",
      "widgetsnbextension            3.5.1              \n",
      "win-inet-pton                 1.1.0              \n",
      "wincertstore                  0.2                \n",
      "winkerberos                   0.7.0              \n",
      "wrapt                         1.12.1             \n",
      "WTForms                       2.2.1              \n",
      "xarray                        0.12.1             \n",
      "xgboost                       0.90               \n",
      "xlrd                          1.2.0              \n",
      "xmltodict                     0.12.0             \n",
      "xxhash                        1.4.3              \n",
      "yapf                          0.28.0             \n",
      "zict                          2.0.0              \n",
      "zipp                          2.2.0              \n",
      "zope.deprecation              4.4.0              \n"
     ]
    }
   ],
   "source": [
    "!pip list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DateTime(2007, 11, 29, 0, 0, 0, tzinfo=Timezone('UTC'))"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pendulum\n",
    "pendulum.from_format(\"29/11/2007\", 'DD/MM/YYYY')\n",
    "# import ciso8601\n",
    "# ciso8601.parse_datetime(\"11 11 1980\", strict= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.ext.optimize().persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.ext.repartition(8).ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 42 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "cols_to_profile =  {'INCIDENT_NUMBER': 'string', 'OFFENSE_CODE': 'int', 'OFFENSE_CODE_GROUP': 'string', 'OFFENSE_DESCRIPTION': 'string', 'DISTRICT': 'string', 'REPORTING_AREA': 'int', 'SHOOTING': 'object', 'OCCURRED_ON_DATE': 'date', 'YEAR': 'int', 'MONTH': 'int', 'DAY_OF_WEEK': 'date', 'HOUR': 'int', 'UCR_PART': 'string', 'STREET': 'string', 'Lat': 'decimal', 'Long': 'decimal', 'Location': 'array'}\n",
    "cols_and_inferred_dtype = df.cols.infer_profiler_dtypes(cols_to_profile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INCIDENT_NUMBER object\n",
      "OFFENSE_CODE int\n",
      "OFFENSE_CODE_GROUP object\n",
      "OFFENSE_DESCRIPTION object\n",
      "DISTRICT object\n",
      "REPORTING_AREA int\n",
      "SHOOTING object\n",
      "OCCURRED_ON_DATE date\n",
      "YEAR int\n",
      "MONTH int\n",
      "DAY_OF_WEEK object\n",
      "HOUR int\n",
      "UCR_PART object\n",
      "STREET object\n",
      "Lat float\n",
      "Long float\n",
      "Location object\n"
     ]
    }
   ],
   "source": [
    "df = df.cols.cast_to_profiler_dtypes(columns=cols_and_inferred_dtype).persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.3578</td>\n",
       "      <td>-71.1394</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.3068</td>\n",
       "      <td>-71.0603</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.3466</td>\n",
       "      <td>-71.0724</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.3342</td>\n",
       "      <td>-71.0787</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.2754</td>\n",
       "      <td>-71.0904</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 17:25:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.337</td>\n",
       "      <td>-71.0857</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.2559</td>\n",
       "      <td>-71.1232</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.2559</td>\n",
       "      <td>-71.1232</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-31 19:35:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.3023</td>\n",
       "      <td>-71.1116</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>142052550</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-06-22 00:12:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.3338</td>\n",
       "      <td>-71.0803</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>319073 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       INCIDENT_NUMBER OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
       "0           I182070945          619               Larceny   \n",
       "1           I182070943         1402             Vandalism   \n",
       "2           I182070941         3410                 Towed   \n",
       "3           I182070940         3114  Investigate Property   \n",
       "4           I182070938         3114  Investigate Property   \n",
       "...                ...          ...                   ...   \n",
       "319068   I050310906-00         3125       Warrant Arrests   \n",
       "319069   I030217815-08          111              Homicide   \n",
       "319070   I030217815-08         3125       Warrant Arrests   \n",
       "319071   I010370257-00         3125       Warrant Arrests   \n",
       "319072       142052550         3125       Warrant Arrests   \n",
       "\n",
       "                        OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
       "0                        LARCENY ALL OTHERS      D14            808      NaN   \n",
       "1                                 VANDALISM      C11            347      NaN   \n",
       "2                       TOWED MOTOR VEHICLE       D4            151      NaN   \n",
       "3                      INVESTIGATE PROPERTY       D4            272      NaN   \n",
       "4                      INVESTIGATE PROPERTY       B3            421      NaN   \n",
       "...                                     ...      ...            ...      ...   \n",
       "319068                       WARRANT ARREST       D4            285      NaN   \n",
       "319069  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18            520      NaN   \n",
       "319070                       WARRANT ARREST      E18            520      NaN   \n",
       "319071                       WARRANT ARREST      E13            569      NaN   \n",
       "319072                       WARRANT ARREST       D4            903      NaN   \n",
       "\n",
       "          OCCURRED_ON_DATE  YEAR MONTH DAY_OF_WEEK HOUR    UCR_PART  \\\n",
       "0      2018-09-02 13:00:00  2018     9      Sunday   13    Part One   \n",
       "1      2018-08-21 00:00:00  2018     8     Tuesday    0    Part Two   \n",
       "2      2018-09-03 19:27:00  2018     9      Monday   19  Part Three   \n",
       "3      2018-09-03 21:16:00  2018     9      Monday   21  Part Three   \n",
       "4      2018-09-03 21:05:00  2018     9      Monday   21  Part Three   \n",
       "...                    ...   ...   ...         ...  ...         ...   \n",
       "319068 2016-06-05 17:25:00  2016     6      Sunday   17  Part Three   \n",
       "319069 2015-07-09 13:38:00  2015     7    Thursday   13    Part One   \n",
       "319070 2015-07-09 13:38:00  2015     7    Thursday   13  Part Three   \n",
       "319071 2016-05-31 19:35:00  2016     5     Tuesday   19  Part Three   \n",
       "319072 2015-06-22 00:12:00  2015     6      Monday    0  Part Three   \n",
       "\n",
       "                   STREET      Lat     Long                     Location  \n",
       "0              LINCOLN ST  42.3578 -71.1394  (42.35779134, -71.13937053)  \n",
       "1                HECLA ST  42.3068 -71.0603  (42.30682138, -71.06030035)  \n",
       "2             CAZENOVE ST  42.3466 -71.0724  (42.34658879, -71.07242943)  \n",
       "3              NEWCOMB ST  42.3342 -71.0787  (42.33418175, -71.07866441)  \n",
       "4                DELHI ST  42.2754 -71.0904  (42.27536542, -71.09036101)  \n",
       "...                   ...      ...      ...                          ...  \n",
       "319068        COVENTRY ST   42.337 -71.0857  (42.33695098, -71.08574813)  \n",
       "319069           RIVER ST  42.2559 -71.1232  (42.25592648, -71.12317207)  \n",
       "319070           RIVER ST  42.2559 -71.1232  (42.25592648, -71.12317207)  \n",
       "319071  NEW WASHINGTON ST  42.3023 -71.1116  (42.30233307, -71.11156487)  \n",
       "319072      WASHINGTON ST  42.3338 -71.0803  (42.33383935, -71.08029038)  \n",
       "\n",
       "[319073 rows x 17 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 6.58 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'INCIDENT_NUMBER': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'string'},\n",
       " 'OFFENSE_CODE': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'int'},\n",
       " 'OFFENSE_CODE_GROUP': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'string'},\n",
       " 'OFFENSE_DESCRIPTION': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'string'},\n",
       " 'DISTRICT': {'mismatch': 0,\n",
       "  'missing': 112,\n",
       "  'match': 39773,\n",
       "  'profiler_dtype': 'string'},\n",
       " 'REPORTING_AREA': {'mismatch': 0,\n",
       "  'missing': 1217,\n",
       "  'match': 38668,\n",
       "  'profiler_dtype': 'int'},\n",
       " 'SHOOTING': {'mismatch': 133,\n",
       "  'missing': 39752,\n",
       "  'match': 0,\n",
       "  'profiler_dtype': 'object'},\n",
       " 'OCCURRED_ON_DATE': {'mismatch': 39885,\n",
       "  'missing': 0,\n",
       "  'match': 0,\n",
       "  'profiler_dtype': 'date'},\n",
       " 'YEAR': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'int'},\n",
       " 'MONTH': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'int'},\n",
       " 'DAY_OF_WEEK': {'mismatch': 39885,\n",
       "  'missing': 0,\n",
       "  'match': 0,\n",
       "  'profiler_dtype': 'date'},\n",
       " 'HOUR': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'int'},\n",
       " 'UCR_PART': {'mismatch': 0,\n",
       "  'missing': 3,\n",
       "  'match': 39882,\n",
       "  'profiler_dtype': 'string'},\n",
       " 'STREET': {'mismatch': 0,\n",
       "  'missing': 925,\n",
       "  'match': 38960,\n",
       "  'profiler_dtype': 'string'},\n",
       " 'Lat': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'decimal'},\n",
       " 'Long': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'decimal'},\n",
       " 'Location': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 39885,\n",
       "  'profiler_dtype': 'array'}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time df.cols.count_mismatch(cols_to_profile, infer= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 6.39 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'{\"columns\": {\"INCIDENT_NUMBER\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"I162030584\", \"count\": 13}, {\"value\": \"I152080623\", \"count\": 11}, {\"value\": \"I172013170\", \"count\": 10}, {\"value\": \"I182065208\", \"count\": 10}, {\"value\": \"I172096394\", \"count\": 10}, {\"value\": \"I162071327\", \"count\": 9}, {\"value\": \"I162001871\", \"count\": 9}, {\"value\": \"I172056883\", \"count\": 9}, {\"value\": \"I172022524\", \"count\": 9}, {\"value\": \"I172054429\", \"count\": 9}, {\"value\": \"I162098170\", \"count\": 9}, {\"value\": \"I162078338\", \"count\": 8}, {\"value\": \"I162074826\", \"count\": 8}, {\"value\": \"I162090278\", \"count\": 8}, {\"value\": \"I172069723\", \"count\": 8}, {\"value\": \"I162022140\", \"count\": 8}, {\"value\": \"I130041200-00\", \"count\": 8}, {\"value\": \"I162087224\", \"count\": 8}, {\"value\": \"I152076465\", \"count\": 8}, {\"value\": \"I162056703\", \"count\": 8}, {\"value\": \"I162064331\", \"count\": 8}, {\"value\": \"I162082917\", \"count\": 8}, {\"value\": \"I152105431\", \"count\": 8}, {\"value\": \"I172053616\", \"count\": 8}, {\"value\": \"I152101399\", \"count\": 7}, {\"value\": \"I152095733\", \"count\": 7}, {\"value\": \"I162054378\", \"count\": 7}, {\"value\": \"I152067057\", \"count\": 7}, {\"value\": \"I152096998\", \"count\": 7}, {\"value\": \"I172018004\", \"count\": 7}, {\"value\": \"I162083089\", \"count\": 7}, {\"value\": \"I162045680\", \"count\": 7}, {\"value\": \"I152071480\", \"count\": 7}], \"count_uniques\": 282517}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"OFFENSE_CODE\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"hist\": [{\"lower\": 111.0, \"upper\": 227.25, \"count\": 82}, {\"lower\": 227.25, \"upper\": 343.5, \"count\": 2034}, {\"lower\": 343.5, \"upper\": 459.75, \"count\": 4501}, {\"lower\": 459.75, \"upper\": 576.0, \"count\": 4310}, {\"lower\": 576.0, \"upper\": 692.25, \"count\": 19335}, {\"lower\": 692.25, \"upper\": 808.5, \"count\": 10796}, {\"lower\": 808.5, \"upper\": 924.75, \"count\": 47}, {\"lower\": 924.75, \"upper\": 1041.0, \"count\": 788}, {\"lower\": 1041.0, \"upper\": 1157.25, \"count\": 4533}, {\"lower\": 1157.25, \"upper\": 1273.5, \"count\": 144}, {\"lower\": 1273.5, \"upper\": 1389.75, \"count\": 725}, {\"lower\": 1389.75, \"upper\": 1506.0, \"count\": 9061}, {\"lower\": 1506.0, \"upper\": 1622.25, \"count\": 262}, {\"lower\": 1622.25, \"upper\": 1738.5, \"count\": 0}, {\"lower\": 1738.5, \"upper\": 1854.75, \"count\": 8141}, {\"lower\": 1854.75, \"upper\": 1971.0, \"count\": 854}, {\"lower\": 1971.0, \"upper\": 2087.25, \"count\": 1130}, {\"lower\": 2087.25, \"upper\": 2203.5, \"count\": 317}, {\"lower\": 2203.5, \"upper\": 2319.75, \"count\": 152}, {\"lower\": 2319.75, \"upper\": 2436.0, \"count\": 1348}, {\"lower\": 2436.0, \"upper\": 2552.25, \"count\": 24}, {\"lower\": 2552.25, \"upper\": 2668.5, \"count\": 10181}, {\"lower\": 2668.5, \"upper\": 2784.75, \"count\": 81}, {\"lower\": 2784.75, \"upper\": 2901.0, \"count\": 1607}, {\"lower\": 2901.0, \"upper\": 3017.25, \"count\": 13440}, {\"lower\": 3017.25, \"upper\": 3133.5, \"count\": 23781}, {\"lower\": 3133.5, \"upper\": 3249.75, \"count\": 6969}, {\"lower\": 3249.75, \"upper\": 3366.0, \"count\": 6578}, {\"lower\": 3366.0, \"upper\": 3482.25, \"count\": 5212}, {\"lower\": 3482.25, \"upper\": 3598.5, \"count\": 4645}, {\"lower\": 3598.5, \"upper\": 3714.75, \"count\": 243}, {\"lower\": 3714.75, \"upper\": 3831.0, \"count\": 18216}], \"count_uniques\": 222}, \"dtype\": \"uint16\", \"profiler_dtype\": \"int\"}, \"OFFENSE_CODE_GROUP\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"Motor Vehicle Accident Response\", \"count\": 37132}, {\"value\": \"Larceny\", \"count\": 25935}, {\"value\": \"Medical Assistance\", \"count\": 23540}, {\"value\": \"Investigate Person\", \"count\": 18750}, {\"value\": \"Other\", \"count\": 18075}, {\"value\": \"Drug Violation\", \"count\": 16548}, {\"value\": \"Simple Assault\", \"count\": 15826}, {\"value\": \"Vandalism\", \"count\": 15415}, {\"value\": \"Verbal Disputes\", \"count\": 13099}, {\"value\": \"Towed\", \"count\": 11287}, {\"value\": \"Investigate Property\", \"count\": 11124}, {\"value\": \"Larceny From Motor Vehicle\", \"count\": 10847}, {\"value\": \"Property Lost\", \"count\": 9751}, {\"value\": \"Warrant Arrests\", \"count\": 8407}, {\"value\": \"Aggravated Assault\", \"count\": 7807}, {\"value\": \"Violations\", \"count\": 6095}, {\"value\": \"Fraud\", \"count\": 5829}, {\"value\": \"Residential Burglary\", \"count\": 5606}, {\"value\": \"Missing Person Located\", \"count\": 4958}, {\"value\": \"Auto Theft\", \"count\": 4851}, {\"value\": \"Robbery\", \"count\": 4624}, {\"value\": \"Harassment\", \"count\": 4007}, {\"value\": \"Property Found\", \"count\": 3925}, {\"value\": \"Missing Person Reported\", \"count\": 3797}, {\"value\": \"Confidence Games\", \"count\": 3147}, {\"value\": \"Police Service Incidents\", \"count\": 2781}, {\"value\": \"Disorderly Conduct\", \"count\": 2611}, {\"value\": \"Fire Related Reports\", \"count\": 1920}, {\"value\": \"Firearm Violations\", \"count\": 1777}, {\"value\": \"License Violation\", \"count\": 1701}, {\"value\": \"Restraining Order Violations\", \"count\": 1607}, {\"value\": \"Recovered Stolen Property\", \"count\": 1455}, {\"value\": \"Counterfeiting\", \"count\": 1454}], \"count_uniques\": 67}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"OFFENSE_DESCRIPTION\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"SICK/INJURED/MEDICAL - PERSON\", \"count\": 18783}, {\"value\": \"INVESTIGATE PERSON\", \"count\": 18754}, {\"value\": \"M/V - LEAVING SCENE - PROPERTY DAMAGE\", \"count\": 16323}, {\"value\": \"VANDALISM\", \"count\": 15154}, {\"value\": \"ASSAULT SIMPLE - BATTERY\", \"count\": 14791}, {\"value\": \"VERBAL DISPUTE\", \"count\": 13099}, {\"value\": \"TOWED MOTOR VEHICLE\", \"count\": 11287}, {\"value\": \"INVESTIGATE PROPERTY\", \"count\": 11124}, {\"value\": \"LARCENY THEFT FROM BUILDING\", \"count\": 9069}, {\"value\": \"THREATS TO DO BODILY HARM\", \"count\": 9042}, {\"value\": \"LARCENY THEFT FROM MV - NON-ACCESSORY\", \"count\": 8893}, {\"value\": \"PROPERTY - LOST\", \"count\": 8893}, {\"value\": \"WARRANT ARREST\", \"count\": 8407}, {\"value\": \"LARCENY SHOPLIFTING\", \"count\": 7949}, {\"value\": \"M/V ACCIDENT - PROPERTY \\\\u00a0DAMAGE\", \"count\": 6557}, {\"value\": \"LARCENY ALL OTHERS\", \"count\": 5963}, {\"value\": \"M/V ACCIDENT - PERSONAL INJURY\", \"count\": 5131}, {\"value\": \"ASSAULT - AGGRAVATED - BATTERY\", \"count\": 4886}, {\"value\": \"FRAUD - FALSE PRETENSE / SCHEME\", \"count\": 4413}, {\"value\": \"MISSING PERSON - LOCATED\", \"count\": 4365}, {\"value\": \"HARASSMENT\", \"count\": 4007}, {\"value\": \"MISSING PERSON\", \"count\": 3766}, {\"value\": \"PROPERTY - FOUND\", \"count\": 3698}, {\"value\": \"AUTO THEFT\", \"count\": 3630}, {\"value\": \"TRESPASSING\", \"count\": 3254}, {\"value\": \"FRAUD - CREDIT CARD / ATM FRAUD\", \"count\": 3147}, {\"value\": \"ROBBERY - STREET\", \"count\": 3056}, {\"value\": \"M/V ACCIDENT - OTHER\", \"count\": 2925}, {\"value\": \"ASSAULT - AGGRAVATED\", \"count\": 2910}, {\"value\": \"VAL - VIOLATION OF AUTO LAW - OTHER\", \"count\": 2894}, {\"value\": \"VAL - OPERATING AFTER REV/SUSP.\", \"count\": 2618}, {\"value\": \"DRUGS - POSS CLASS B - COCAINE, ETC.\", \"count\": 2591}, {\"value\": \"BURGLARY - RESIDENTIAL - FORCE\", \"count\": 2585}], \"count_uniques\": 244}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"DISTRICT\": {\"stats\": {\"mismatch\": 0, \"missing\": 659, \"match\": 158878, \"frequency\": [{\"value\": \"B2\", \"count\": 49945}, {\"value\": \"C11\", \"count\": 42530}, {\"value\": \"D4\", \"count\": 41915}, {\"value\": \"A1\", \"count\": 35717}, {\"value\": \"B3\", 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1}, \"dtype\": \"object\", \"profiler_dtype\": \"object\"}, \"OCCURRED_ON_DATE\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"2017-06-01 00:00:00\", \"count\": 29}, {\"value\": \"2015-07-01 00:00:00\", \"count\": 27}, {\"value\": \"2016-08-01 00:00:00\", \"count\": 27}, {\"value\": \"2015-06-18 05:00:00\", \"count\": 22}, {\"value\": \"2017-08-01 00:00:00\", \"count\": 22}, {\"value\": \"2017-01-01 00:00:00\", \"count\": 21}, {\"value\": \"2016-04-01 00:00:00\", \"count\": 20}, {\"value\": \"2017-05-01 00:00:00\", \"count\": 20}, {\"value\": \"2015-12-07 11:38:00\", \"count\": 20}, {\"value\": \"2017-04-01 00:00:00\", \"count\": 19}, {\"value\": \"2016-09-01 00:00:00\", \"count\": 19}, {\"value\": \"2018-01-01 00:00:00\", \"count\": 18}, {\"value\": \"2016-11-01 00:00:00\", \"count\": 18}, {\"value\": \"2018-06-04 12:40:00\", \"count\": 18}, {\"value\": \"2015-12-01 00:00:00\", \"count\": 18}, {\"value\": \"2017-07-05 00:00:00\", \"count\": 18}, {\"value\": \"2017-11-01 00:00:00\", \"count\": 17}, {\"value\": \"2018-02-01 00:00:00\", \"count\": 16}, {\"value\": \"2016-02-01 00:00:00\", \"count\": 16}, {\"value\": \"2018-07-19 00:00:00\", \"count\": 16}, {\"value\": \"2017-03-01 00:00:00\", \"count\": 15}, {\"value\": \"2018-03-07 06:00:00\", \"count\": 15}, {\"value\": \"2018-08-18 08:45:00\", \"count\": 15}, {\"value\": \"2017-10-01 00:00:00\", \"count\": 15}, {\"value\": \"2016-12-15 06:00:00\", \"count\": 14}, {\"value\": \"2015-06-20 00:00:00\", \"count\": 14}, {\"value\": \"2016-06-24 17:30:00\", \"count\": 14}, {\"value\": \"2016-11-10 16:00:00\", \"count\": 13}, {\"value\": \"2018-04-02 00:00:00\", \"count\": 13}, {\"value\": \"2015-12-22 20:25:00\", \"count\": 13}, {\"value\": \"2018-01-03 18:00:00\", \"count\": 13}, {\"value\": \"2015-07-17 00:00:00\", \"count\": 13}, {\"value\": \"2016-04-20 11:07:00\", \"count\": 13}], \"count_uniques\": 233229}, \"dtype\": \"object\", \"profiler_dtype\": \"date\"}, \"YEAR\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"hist\": [{\"lower\": 2015.0, \"upper\": 2015.09375, \"count\": 53329}, {\"lower\": 2015.09375, \"upper\": 2015.1875, \"count\": 0}, {\"lower\": 2015.1875, \"upper\": 2015.28125, \"count\": 0}, {\"lower\": 2015.28125, \"upper\": 2015.375, \"count\": 0}, {\"lower\": 2015.375, \"upper\": 2015.46875, \"count\": 0}, {\"lower\": 2015.46875, \"upper\": 2015.5625, \"count\": 0}, {\"lower\": 2015.5625, \"upper\": 2015.65625, \"count\": 0}, {\"lower\": 2015.65625, \"upper\": 2015.75, \"count\": 0}, {\"lower\": 2015.75, \"upper\": 2015.84375, \"count\": 0}, {\"lower\": 2015.84375, \"upper\": 2015.9375, \"count\": 0}, {\"lower\": 2015.9375, \"upper\": 2016.03125, \"count\": 98680}, {\"lower\": 2016.03125, \"upper\": 2016.125, \"count\": 0}, {\"lower\": 2016.125, \"upper\": 2016.21875, \"count\": 0}, {\"lower\": 2016.21875, \"upper\": 2016.3125, \"count\": 0}, {\"lower\": 2016.3125, \"upper\": 2016.40625, \"count\": 0}, {\"lower\": 2016.40625, \"upper\": 2016.5, \"count\": 0}, {\"lower\": 2016.5, \"upper\": 2016.59375, \"count\": 0}, {\"lower\": 2016.59375, \"upper\": 2016.6875, \"count\": 0}, {\"lower\": 2016.6875, \"upper\": 2016.78125, \"count\": 0}, {\"lower\": 2016.78125, \"upper\": 2016.875, \"count\": 0}, {\"lower\": 2016.875, \"upper\": 2016.96875, \"count\": 0}, {\"lower\": 2016.96875, \"upper\": 2017.0625, \"count\": 7457}, {\"lower\": 2017.0625, \"upper\": 2017.15625, \"count\": 0}, {\"lower\": 2017.15625, \"upper\": 2017.25, \"count\": 0}, {\"lower\": 2017.25, \"upper\": 2017.34375, \"count\": 0}, {\"lower\": 2017.34375, \"upper\": 2017.4375, \"count\": 0}, {\"lower\": 2017.4375, \"upper\": 2017.53125, \"count\": 0}, {\"lower\": 2017.53125, \"upper\": 2017.625, \"count\": 0}, {\"lower\": 2017.625, \"upper\": 2017.71875, \"count\": 0}, {\"lower\": 2017.71875, \"upper\": 2017.8125, \"count\": 0}, {\"lower\": 2017.8125, \"upper\": 2017.90625, \"count\": 0}, {\"lower\": 2017.90625, \"upper\": 2018.0, \"count\": 71}], \"count_uniques\": 4}, \"dtype\": \"uint16\", \"profiler_dtype\": \"int\"}, \"MONTH\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"hist\": [{\"lower\": 1.0, \"upper\": 1.34375, \"count\": 15129}, {\"lower\": 1.34375, \"upper\": 1.6875, \"count\": 0}, {\"lower\": 1.6875, \"upper\": 2.03125, \"count\": 7316}, {\"lower\": 2.03125, \"upper\": 2.375, \"count\": 0}, {\"lower\": 2.375, \"upper\": 2.71875, \"count\": 0}, {\"lower\": 2.71875, \"upper\": 3.0625, \"count\": 8242}, {\"lower\": 3.0625, \"upper\": 3.40625, \"count\": 0}, {\"lower\": 3.40625, \"upper\": 3.75, \"count\": 0}, {\"lower\": 3.75, \"upper\": 4.09375, \"count\": 8096}, {\"lower\": 4.09375, \"upper\": 4.4375, \"count\": 0}, {\"lower\": 4.4375, \"upper\": 4.78125, \"count\": 0}, {\"lower\": 4.78125, \"upper\": 5.125, \"count\": 8580}, {\"lower\": 5.125, \"upper\": 5.46875, \"count\": 0}, {\"lower\": 5.46875, \"upper\": 5.8125, \"count\": 0}, {\"lower\": 5.8125, \"upper\": 6.15625, \"count\": 12740}, {\"lower\": 6.15625, \"upper\": 6.5, \"count\": 0}, {\"lower\": 6.5, \"upper\": 6.84375, \"count\": 0}, {\"lower\": 6.84375, \"upper\": 7.1875, \"count\": 16939}, {\"lower\": 7.1875, \"upper\": 7.53125, \"count\": 0}, {\"lower\": 7.53125, \"upper\": 7.875, \"count\": 0}, {\"lower\": 7.875, \"upper\": 8.21875, \"count\": 17245}, {\"lower\": 8.21875, \"upper\": 8.5625, \"count\": 0}, {\"lower\": 8.5625, \"upper\": 8.90625, \"count\": 0}, {\"lower\": 8.90625, \"upper\": 9.25, \"count\": 16891}, {\"lower\": 9.25, \"upper\": 9.59375, \"count\": 0}, {\"lower\": 9.59375, \"upper\": 9.9375, \"count\": 0}, {\"lower\": 9.9375, \"upper\": 10.28125, \"count\": 16833}, {\"lower\": 10.28125, \"upper\": 10.625, \"count\": 0}, {\"lower\": 10.625, \"upper\": 10.96875, \"count\": 0}, {\"lower\": 10.96875, \"upper\": 11.3125, \"count\": 15692}, {\"lower\": 11.3125, \"upper\": 11.65625, \"count\": 0}, {\"lower\": 11.65625, \"upper\": 12.0, \"count\": 15834}], \"count_uniques\": 12}, \"dtype\": \"uint8\", \"profiler_dtype\": \"int\"}, \"DAY_OF_WEEK\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"Friday\", \"count\": 48495}, {\"value\": \"Wednesday\", \"count\": 46729}, {\"value\": \"Thursday\", \"count\": 46656}, {\"value\": \"Tuesday\", \"count\": 46383}, {\"value\": \"Monday\", \"count\": 45679}, {\"value\": \"Saturday\", \"count\": 44818}, {\"value\": \"Sunday\", \"count\": 40313}], \"count_uniques\": 7}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"HOUR\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"hist\": [{\"lower\": 0.0, \"upper\": 0.71875, \"count\": 7477}, {\"lower\": 0.71875, \"upper\": 1.4375, \"count\": 4778}, {\"lower\": 1.4375, \"upper\": 2.15625, \"count\": 3964}, {\"lower\": 2.15625, \"upper\": 2.875, \"count\": 0}, {\"lower\": 2.875, \"upper\": 3.59375, \"count\": 2337}, {\"lower\": 3.59375, \"upper\": 4.3125, \"count\": 1704}, {\"lower\": 4.3125, \"upper\": 5.03125, \"count\": 1648}, {\"lower\": 5.03125, \"upper\": 5.75, \"count\": 0}, {\"lower\": 5.75, \"upper\": 6.46875, \"count\": 2490}, {\"lower\": 6.46875, \"upper\": 7.1875, \"count\": 4413}, {\"lower\": 7.1875, \"upper\": 7.90625, \"count\": 0}, {\"lower\": 7.90625, \"upper\": 8.625, \"count\": 6491}, {\"lower\": 8.625, \"upper\": 9.34375, \"count\": 7367}, {\"lower\": 9.34375, \"upper\": 10.0625, \"count\": 8053}, {\"lower\": 10.0625, \"upper\": 10.78125, \"count\": 0}, {\"lower\": 10.78125, \"upper\": 11.5, \"count\": 8095}, {\"lower\": 11.5, \"upper\": 12.21875, \"count\": 9302}, {\"lower\": 12.21875, \"upper\": 12.9375, \"count\": 0}, {\"lower\": 12.9375, \"upper\": 13.65625, \"count\": 8285}, {\"lower\": 13.65625, \"upper\": 14.375, \"count\": 8614}, {\"lower\": 14.375, \"upper\": 15.09375, \"count\": 8188}, {\"lower\": 15.09375, \"upper\": 15.8125, \"count\": 0}, {\"lower\": 15.8125, \"upper\": 16.53125, \"count\": 9869}, {\"lower\": 16.53125, \"upper\": 17.25, \"count\": 10491}, {\"lower\": 17.25, \"upper\": 17.96875, \"count\": 0}, {\"lower\": 17.96875, \"upper\": 18.6875, \"count\": 10319}, {\"lower\": 18.6875, \"upper\": 19.40625, \"count\": 8878}, {\"lower\": 19.40625, \"upper\": 20.125, \"count\": 8011}, {\"lower\": 20.125, \"upper\": 20.84375, \"count\": 0}, {\"lower\": 20.84375, \"upper\": 21.5625, \"count\": 6925}, {\"lower\": 21.5625, \"upper\": 22.28125, \"count\": 6513}, {\"lower\": 22.28125, \"upper\": 23.0, \"count\": 5325}], \"count_uniques\": 24}, \"dtype\": \"uint8\", \"profiler_dtype\": \"int\"}, \"UCR_PART\": {\"stats\": {\"mismatch\": 0, \"missing\": 36, \"match\": 159501, \"frequency\": [{\"value\": \"Part Three\", \"count\": 158553}, {\"value\": \"Part Two\", \"count\": 97569}, {\"value\": \"Part One\", \"count\": 61629}, {\"value\": \"Other\", \"count\": 1232}], \"count_uniques\": 4}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"STREET\": {\"stats\": {\"mismatch\": 0, \"missing\": 7419, \"match\": 152118, \"frequency\": [{\"value\": \"WASHINGTON ST\", \"count\": 14194}, {\"value\": \"BLUE HILL AVE\", \"count\": 7794}, {\"value\": \"BOYLSTON ST\", \"count\": 7221}, {\"value\": \"DORCHESTER AVE\", \"count\": 5149}, {\"value\": \"TREMONT ST\", \"count\": 4796}, {\"value\": \"MASSACHUSETTS AVE\", \"count\": 4708}, {\"value\": \"HARRISON AVE\", \"count\": 4609}, {\"value\": \"CENTRE ST\", \"count\": 4383}, {\"value\": \"COMMONWEALTH AVE\", \"count\": 4134}, {\"value\": \"HYDE PARK AVE\", \"count\": 3470}, {\"value\": \"COLUMBIA RD\", \"count\": 3195}, {\"value\": \"HUNTINGTON AVE\", \"count\": 2989}, {\"value\": \"RIVER ST\", \"count\": 2831}, {\"value\": \"DUDLEY ST\", \"count\": 2352}, {\"value\": \"WARREN ST\", \"count\": 2336}, {\"value\": \"COLUMBUS AVE\", \"count\": 2304}, {\"value\": \"ADAMS ST\", \"count\": 2042}, {\"value\": \"BEACON ST\", \"count\": 1966}, {\"value\": \"NEWBURY ST\", \"count\": 1889}, {\"value\": \"CAMBRIDGE ST\", \"count\": 1670}, {\"value\": \"BOWDOIN ST\", \"count\": 1656}, {\"value\": \"AMERICAN LEGION HWY\", \"count\": 1631}, {\"value\": \"W BROADWAY\", \"count\": 1630}, {\"value\": \"GENEVA AVE\", \"count\": 1628}, {\"value\": \"ALBANY ST\", \"count\": 1429}, {\"value\": \"ALLSTATE RD\", \"count\": 1296}, {\"value\": \"SUMMER ST\", \"count\": 1250}, {\"value\": \"HANCOCK ST\", \"count\": 1246}, {\"value\": \"BORDER ST\", \"count\": 1213}, {\"value\": \"NEW SUDBURY ST\", \"count\": 1213}, {\"value\": \"CUMMINS HWY\", \"count\": 1151}, {\"value\": \"NORFOLK ST\", \"count\": 1115}, {\"value\": \"BENNINGTON ST\", \"count\": 1084}], \"count_uniques\": 4657}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"Lat\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"42.34862382\", \"count\": 1243}, {\"value\": \"42.36183857\", \"count\": 1208}, {\"value\": \"42.28482577\", \"count\": 1121}, {\"value\": \"42.32866284\", \"count\": 1042}, {\"value\": \"42.25621592\", \"count\": 898}, {\"value\": \"42.29755533\", \"count\": 783}, {\"value\": \"42.34128751\", \"count\": 773}, {\"value\": \"-1.00000000\", \"count\": 745}, {\"value\": \"42.33152148\", \"count\": 735}, {\"value\": \"42.35231190\", \"count\": 688}, {\"value\": \"42.33954199\", \"count\": 655}, {\"value\": \"42.32696647\", \"count\": 652}, {\"value\": \"42.35512339\", \"count\": 584}, {\"value\": \"42.30971857\", \"count\": 573}, {\"value\": \"42.29848866\", \"count\": 562}, {\"value\": \"42.33401829\", \"count\": 561}, {\"value\": \"42.33367922\", \"count\": 550}, {\"value\": \"42.35095909\", \"count\": 523}, {\"value\": \"42.31043400\", \"count\": 523}, {\"value\": \"42.35241815\", \"count\": 515}, {\"value\": \"42.37081805\", \"count\": 507}, {\"value\": \"42.33428841\", \"count\": 504}, {\"value\": \"42.34980175\", \"count\": 472}, {\"value\": \"42.32696802\", \"count\": 472}, {\"value\": \"42.33511904\", \"count\": 455}, {\"value\": \"42.35037870\", \"count\": 445}, {\"value\": \"42.34653820\", \"count\": 444}, {\"value\": \"42.36643546\", \"count\": 440}, {\"value\": \"42.28709355\", \"count\": 438}, {\"value\": \"42.35602373\", \"count\": 436}, {\"value\": \"42.34840576\", \"count\": 432}, {\"value\": \"42.34905600\", \"count\": 427}, {\"value\": \"42.33555954\", \"count\": 421}], \"count_uniques\": 18178}, \"dtype\": \"object\", \"profiler_dtype\": \"decimal\"}, \"Long\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"-71.08277637\", \"count\": 1243}, {\"value\": \"-71.05976489\", \"count\": 1208}, {\"value\": \"-71.09137369\", \"count\": 1121}, {\"value\": \"-71.08563401\", \"count\": 1042}, {\"value\": \"-71.12401947\", \"count\": 898}, {\"value\": \"-71.05970910\", \"count\": 783}, {\"value\": \"-71.05467933\", \"count\": 773}, {\"value\": \"-1.00000000\", \"count\": 745}, {\"value\": \"-71.07085307\", \"count\": 735}, {\"value\": \"-71.06370510\", \"count\": 688}, {\"value\": \"-71.06940877\", \"count\": 655}, {\"value\": \"-71.06198607\", \"count\": 652}, {\"value\": \"-71.06087980\", \"count\": 584}, {\"value\": \"-71.10429432\", \"count\": 573}, {\"value\": \"-71.06313294\", \"count\": 562}, {\"value\": \"-71.07638124\", \"count\": 561}, {\"value\": \"-71.09187755\", \"count\": 550}, {\"value\": \"-71.07412780\", \"count\": 523}, {\"value\": \"-71.06134010\", \"count\": 523}, {\"value\": \"-71.06525499\", \"count\": 515}, {\"value\": \"-71.03929078\", \"count\": 507}, {\"value\": \"-71.07239518\", \"count\": 504}, {\"value\": \"-71.08051941\", \"count\": 472}, {\"value\": \"-71.07840978\", \"count\": 472}, {\"value\": \"-71.07491710\", \"count\": 455}, {\"value\": \"-71.07626098\", \"count\": 445}, {\"value\": \"-71.09880598\", \"count\": 444}, {\"value\": \"-71.06135413\", \"count\": 440}, {\"value\": \"-71.14822128\", \"count\": 438}, {\"value\": \"-71.06177615\", \"count\": 436}, {\"value\": \"-71.08688339\", \"count\": 432}, {\"value\": \"-71.15049850\", \"count\": 427}, {\"value\": \"-71.07436364\", \"count\": 421}], \"count_uniques\": 18178}, \"dtype\": \"object\", \"profiler_dtype\": \"decimal\"}, \"Location\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 159537, \"frequency\": [{\"value\": \"(0.00000000, 0.00000000)\", \"count\": 19999}, {\"value\": \"(42.34862382, -71.08277637)\", \"count\": 1243}, {\"value\": \"(42.36183857, -71.05976489)\", \"count\": 1208}, {\"value\": \"(42.28482577, -71.09137369)\", \"count\": 1121}, {\"value\": \"(42.32866284, -71.08563401)\", \"count\": 1042}, {\"value\": \"(42.25621592, -71.12401947)\", \"count\": 898}, {\"value\": \"(42.29755533, -71.05970910)\", \"count\": 783}, {\"value\": \"(42.34128751, -71.05467933)\", \"count\": 773}, {\"value\": \"(-1.00000000, -1.00000000)\", \"count\": 745}, {\"value\": \"(42.33152148, -71.07085307)\", \"count\": 735}, {\"value\": \"(42.35231190, -71.06370510)\", \"count\": 688}, {\"value\": \"(42.33954199, -71.06940877)\", \"count\": 655}, {\"value\": \"(42.32696647, -71.06198607)\", \"count\": 652}, {\"value\": \"(42.35512339, -71.06087980)\", \"count\": 584}, {\"value\": \"(42.30971857, -71.10429432)\", \"count\": 573}, {\"value\": \"(42.29848866, -71.06313294)\", \"count\": 562}, {\"value\": \"(42.33401829, -71.07638124)\", \"count\": 561}, {\"value\": \"(42.33367922, -71.09187755)\", \"count\": 550}, {\"value\": \"(42.31043400, -71.06134010)\", \"count\": 523}, {\"value\": \"(42.35095909, -71.07412780)\", \"count\": 523}, {\"value\": \"(42.35241815, -71.06525499)\", \"count\": 515}, {\"value\": \"(42.37081805, -71.03929078)\", \"count\": 507}, {\"value\": \"(42.33428841, -71.07239518)\", \"count\": 504}, {\"value\": \"(42.34980175, -71.07840978)\", \"count\": 472}, {\"value\": \"(42.32696802, -71.08051941)\", \"count\": 472}, {\"value\": \"(42.33511904, -71.07491710)\", \"count\": 455}, {\"value\": \"(42.35037870, -71.07626098)\", \"count\": 445}, {\"value\": \"(42.34653820, -71.09880598)\", \"count\": 444}, {\"value\": \"(42.36643546, -71.06135413)\", \"count\": 440}, {\"value\": \"(42.28709355, -71.14822128)\", \"count\": 438}, {\"value\": \"(42.35602373, -71.06177615)\", \"count\": 436}, {\"value\": \"(42.34840576, -71.08688339)\", \"count\": 432}, {\"value\": \"(42.34905600, -71.15049850)\", \"count\": 427}], \"count_uniques\": 18194}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}}, \"name\": null, \"file_name\": \"crime.csv\", \"summary\": {\"cols_count\": 17, \"rows_count\": 319073, \"dtypes_list\": [\"uint8\", \"uint16\", \"object\"], \"total_count_dtypes\": 3, \"missing_count\": 0, \"p_missing\": 0.0}}'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# for col_name in df.cols.names():\n",
    "df.ext.profile(columns=df.cols.names(), infer=True, output=\"json\", flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Client</h3>\n",
       "<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
       "  <li><b>Scheduler: </b>inproc://192.168.86.236/2144/9</li>\n",
       "  <li><b>Dashboard: </b><a href='http://192.168.86.236:51102/status' target='_blank'>http://192.168.86.236:51102/status</a>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Cluster</h3>\n",
       "<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
       "  <li><b>Workers: </b>1</li>\n",
       "  <li><b>Cores: </b>8</li>\n",
       "  <li><b>Memory: </b>3.00 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: 'inproc://192.168.86.236/2144/9' processes=1 threads=8, memory=3.00 GB>"
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op.client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = df.cols.names()\n",
    "cols_to_profile = df.ext.calculate_cols_to_profile(df, columns)\n",
    "cols_and_inferred_dtype = df.cols.infer_profiler_dtypes(cols_to_profile)              \n",
    "df = df.cols.cast_to_profiler_dtypes(columns=cols_and_inferred_dtype).persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'STREET': 'string', 'YEAR': 'int', 'Location': 'array', 'REPORTING_AREA': 'int', 'DISTRICT': 'string', 'DAY_OF_WEEK': 'int', 'OFFENSE_CODE': 'int', 'Lat': 'decimal', 'INCIDENT_NUMBER': 'string', 'Long': 'decimal', 'OFFENSE_CODE_GROUP': 'string', 'UCR_PART': 'string', 'OCCURRED_ON_DATE': 'int', 'HOUR': 'int', 'SHOOTING': 'object', 'OFFENSE_DESCRIPTION': 'string', 'MONTH': 'int'}\n"
     ]
    }
   ],
   "source": [
    "print(cols_and_inferred_dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "partitions() takes 0 positional arguments but 1 was given",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-f59d7c8cf36e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpartitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: partitions() takes 0 positional arguments but 1 was given"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%time\n",
    "df.ext.profile(columns=\"*\", infer=True, output=\"json\", flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'visualize'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-3856e416249c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvisualize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5272\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5273\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5274\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5275\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5276\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'visualize'"
     ]
    }
   ],
   "source": [
    "df.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "bins = 33\n",
    "compute = False\n",
    "if numeric_cols is not None:\n",
    "    hist = df.cols.hist(numeric_cols, buckets=bins, compute=compute)\n",
    "    freq_uniques = df.cols.count_uniques(numeric_cols, estimate=False, compute=compute)\n",
    "freq = None\n",
    "if string_cols is not None:\n",
    "    freq = df.cols.frequency(string_cols, n=bins, count_uniques=True, compute=compute)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFMAAAA7CAYAAAAHFbY3AAAABmJLR0QA/wD/AP+gvaeTAAACCUlEQVR4nO3cv4riUBSA8W+WwVYrQZFU9oqFYGtjlZSCDxAIzBaylY8i6YIogoVgnkAYFHwIixQidmmslGyxrDCjzh84O7mZPT+4zb3N4cNEUclDkiQJSsLPH2lP8J1oTEEaU9Dj643T6cRiseB8PqcxTyZUKhVardb1QfLKfD5PAF3vrBueri7z4/H4N7KuG2s8Ht97weo9U5LGFKQxBWlMQRpTkMYUpDEFaUxBGlOQxhSkMQVpTEEaU5DGFKQxBRkdMwxDHMfBcRzCMEx7nHdd/Wxhiul0ymQyYTQaATAYDNjv97ium/Jk9xkZM4oier0e6/WafD4PgOd51Ot1ms0mtVot5QlvM/IyX61WAJTL5cteqVQCYLPZpDLTRxgZc7lcAmBZ1mWvWCwCGH3vNDLmcDi8e6Yx/xNGxrRt++6Z53lfOMnnGB3zcDhc9qIoAqDRaKQy00cYGbPT6QCw3W4ve7vd7sWZiYyMaVkWvu8TBAFxHBPHMUEQ4Pv+i3d40xj5oR3AdV3CMKRQKGDbNv1+n3a7nfZYbzI2Jvy5d2bpj81GXuZZpTEFaUxBGlOQxhSkMQVpTEEaU5DGFKQxBWlMQRpTkMYUpDEFaUxBGlOQxhR095v22Wz2lXNkxltdrmJWq1UAut3uv5so43K53M39B316jBh9eowkjSlIYwp6BH6lPcQ38fwbVvquo8GE91QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist.visualize()\n",
    "freq.visualize()\n",
    "\n",
    "df.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">INCIDENT_NUMBER</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE_GROUP</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_DESCRIPTION</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DISTRICT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">REPORTING_AREA</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">SHOOTING</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OCCURRED_ON_DATE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">YEAR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">MONTH</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DAY_OF_WEEK</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">HOUR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">UCR_PART</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">STREET</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Long</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Location</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070945\">\n",
       "                \n",
       "                I182070945\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"619\">\n",
       "                \n",
       "                619\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Larceny\">\n",
       "                \n",
       "                Larceny\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LARCENY&#8901;ALL&#8901;OTHERS\">\n",
       "                \n",
       "                LARCENY&#8901;ALL&#8901;OTHERS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D14\">\n",
       "                \n",
       "                D14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"808\">\n",
       "                \n",
       "                808\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;One\">\n",
       "                \n",
       "                Part&#8901;One\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LINCOLN&#8901;ST\">\n",
       "                \n",
       "                LINCOLN&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.35779134\">\n",
       "                \n",
       "                42.35779134\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.13937053\">\n",
       "                \n",
       "                -71.13937053\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.35779134,&#8901;-71.13937053)\">\n",
       "                \n",
       "                (42.35779134,&#8901;-71.13937053)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070943\">\n",
       "                \n",
       "                I182070943\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1402\">\n",
       "                \n",
       "                1402\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Vandalism\">\n",
       "                \n",
       "                Vandalism\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VANDALISM\">\n",
       "                \n",
       "                VANDALISM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"347\">\n",
       "                \n",
       "                347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Two\">\n",
       "                \n",
       "                Part&#8901;Two\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HECLA&#8901;ST\">\n",
       "                \n",
       "                HECLA&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.30682138\">\n",
       "                \n",
       "                42.30682138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.06030035\">\n",
       "                \n",
       "                -71.06030035\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.30682138,&#8901;-71.06030035)\">\n",
       "                \n",
       "                (42.30682138,&#8901;-71.06030035)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070941\">\n",
       "                \n",
       "                I182070941\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3410\">\n",
       "                \n",
       "                3410\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Towed\">\n",
       "                \n",
       "                Towed\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TOWED&#8901;MOTOR&#8901;VEHICLE\">\n",
       "                \n",
       "                TOWED&#8901;MOTOR&#8901;VEHICLE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D4\">\n",
       "                \n",
       "                D4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"151\">\n",
       "                \n",
       "                151\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CAZENOVE&#8901;ST\">\n",
       "                \n",
       "                CAZENOVE&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.34658879\">\n",
       "                \n",
       "                42.34658879\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07242943\">\n",
       "                \n",
       "                -71.07242943\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.34658879,&#8901;-71.07242943)\">\n",
       "                \n",
       "                (42.34658879,&#8901;-71.07242943)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070940\">\n",
       "                \n",
       "                I182070940\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3114\">\n",
       "                \n",
       "                3114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Investigate&#8901;Property\">\n",
       "                \n",
       "                Investigate&#8901;Property\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"INVESTIGATE&#8901;PROPERTY\">\n",
       "                \n",
       "                INVESTIGATE&#8901;PROPERTY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D4\">\n",
       "                \n",
       "                D4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"272\">\n",
       "                \n",
       "                272\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NEWCOMB&#8901;ST\">\n",
       "                \n",
       "                NEWCOMB&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.33418175\">\n",
       "                \n",
       "                42.33418175\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07866441\">\n",
       "                \n",
       "                -71.07866441\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.33418175,&#8901;-71.07866441)\">\n",
       "                \n",
       "                (42.33418175,&#8901;-71.07866441)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070938\">\n",
       "                \n",
       "                I182070938\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3114\">\n",
       "                \n",
       "                3114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Investigate&#8901;Property\">\n",
       "                \n",
       "                Investigate&#8901;Property\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"INVESTIGATE&#8901;PROPERTY\">\n",
       "                \n",
       "                INVESTIGATE&#8901;PROPERTY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B3\">\n",
       "                \n",
       "                B3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"421\">\n",
       "                \n",
       "                421\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"DELHI&#8901;ST\">\n",
       "                \n",
       "                DELHI&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.27536542\">\n",
       "                \n",
       "                42.27536542\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.09036101\">\n",
       "                \n",
       "                -71.09036101\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.27536542,&#8901;-71.09036101)\">\n",
       "                \n",
       "                (42.27536542,&#8901;-71.09036101)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070936\">\n",
       "                \n",
       "                I182070936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3820\">\n",
       "                \n",
       "                3820\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Motor&#8901;Vehicle&#8901;Accident&#8901;Response\">\n",
       "                \n",
       "                Motor&#8901;Vehicle&#8901;Accident&#8901;Response\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M/V&#8901;ACCIDENT&#8901;INVOLVING&#8901;PEDESTRIAN&#8901;-&#8901;INJURY\">\n",
       "                \n",
       "                M/V&#8901;ACCIDENT&#8901;INVOLVING&#8901;PEDESTRIAN&#8901;-&#8901;INJURY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TALBOT&#8901;AVE\">\n",
       "                \n",
       "                TALBOT&#8901;AVE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.29019621\">\n",
       "                \n",
       "                42.29019621\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07159012\">\n",
       "                \n",
       "                -71.07159012\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.29019621,&#8901;-71.07159012)\">\n",
       "                \n",
       "                (42.29019621,&#8901;-71.07159012)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070933\">\n",
       "                \n",
       "                I182070933\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"724\">\n",
       "                \n",
       "                724\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Auto&#8901;Theft\">\n",
       "                \n",
       "                Auto&#8901;Theft\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AUTO&#8901;THEFT\">\n",
       "                \n",
       "                AUTO&#8901;THEFT\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B2\">\n",
       "                \n",
       "                B2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"330\">\n",
       "                \n",
       "                330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;One\">\n",
       "                \n",
       "                Part&#8901;One\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NORMANDY&#8901;ST\">\n",
       "                \n",
       "                NORMANDY&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.30607218\">\n",
       "                \n",
       "                42.30607218\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.0827326\">\n",
       "                \n",
       "                -71.0827326\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.30607218,&#8901;-71.08273260)\">\n",
       "                \n",
       "                (42.30607218,&#8901;-71.08273260)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070932\">\n",
       "                \n",
       "                I182070932\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3301\">\n",
       "                \n",
       "                3301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Verbal&#8901;Disputes\">\n",
       "                \n",
       "                Verbal&#8901;Disputes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VERBAL&#8901;DISPUTE\">\n",
       "                \n",
       "                VERBAL&#8901;DISPUTE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B2\">\n",
       "                \n",
       "                B2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"584\">\n",
       "                \n",
       "                584\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LAWN&#8901;ST\">\n",
       "                \n",
       "                LAWN&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.32701648\">\n",
       "                \n",
       "                42.32701648\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.10555088\">\n",
       "                \n",
       "                -71.10555088\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.32701648,&#8901;-71.10555088)\">\n",
       "                \n",
       "                (42.32701648,&#8901;-71.10555088)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070931\">\n",
       "                \n",
       "                I182070931\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"301\">\n",
       "                \n",
       "                301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Robbery\">\n",
       "                \n",
       "                Robbery\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ROBBERY&#8901;-&#8901;STREET\">\n",
       "                \n",
       "                ROBBERY&#8901;-&#8901;STREET\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C6\">\n",
       "                \n",
       "                C6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"177\">\n",
       "                \n",
       "                177\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;One\">\n",
       "                \n",
       "                Part&#8901;One\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MASSACHUSETTS&#8901;AVE\">\n",
       "                \n",
       "                MASSACHUSETTS&#8901;AVE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.33152148\">\n",
       "                \n",
       "                42.33152148\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07085307\">\n",
       "                \n",
       "                -71.07085307\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.33152148,&#8901;-71.07085307)\">\n",
       "                \n",
       "                (42.33152148,&#8901;-71.07085307)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070929\">\n",
       "                \n",
       "                I182070929\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3301\">\n",
       "                \n",
       "                3301\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Verbal&#8901;Disputes\">\n",
       "                \n",
       "                Verbal&#8901;Disputes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VERBAL&#8901;DISPUTE\">\n",
       "                \n",
       "                VERBAL&#8901;DISPUTE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"364\">\n",
       "                \n",
       "                364\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LESLIE&#8901;ST\">\n",
       "                \n",
       "                LESLIE&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.29514664\">\n",
       "                \n",
       "                42.29514664\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.05860832\">\n",
       "                \n",
       "                -71.05860832\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.29514664,&#8901;-71.05860832)\">\n",
       "                \n",
       "                (42.29514664,&#8901;-71.05860832)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319073 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2020, 5, 24, 0, 0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dateutil.parser import parse as dparse\n",
    "dparse(\"Sunday\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.cast(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'list'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-6-4f668fd7a1e9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"OFFENSE_CODE_GROUP\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"OFFENSE_DESCRIPTION\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mseparator\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\", \"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"OFFENSE_CODE_GROUP_OFFENSE_DESCRIPTION\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0m_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"json\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36mprofile\u001b[1;34m(columns, bins, output, infer, flush, size)\u001b[0m\n\u001b[0;32m    104\u001b[0m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    105\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mflush\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 106\u001b[1;33m                 \u001b[0mcols_to_profile\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcalculate_cols_to_profile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    107\u001b[0m                 \u001b[1;31m# print(\"cols to profile\", cols_to_profile)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    108\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\extension.py\u001b[0m in \u001b[0;36mcalculate_cols_to_profile\u001b[1;34m(self, df, columns)\u001b[0m\n\u001b[0;32m    362\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    363\u001b[0m                 \u001b[1;31m# Remove duplicated.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 364\u001b[1;33m                 \u001b[0mcalculate_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcalculate_columns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    365\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    366\u001b[0m             \u001b[1;32melif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mare_actions\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: unhashable type: 'list'"
     ]
    }
   ],
   "source": [
    "df = df.cols.nest([\"OFFENSE_CODE_GROUP\", \"OFFENSE_DESCRIPTION\"], separator=\", \", output_col=\"OFFENSE_CODE_GROUP_OFFENSE_DESCRIPTION\").ext.cache()\n",
    "_output = df.ext.profile(columns=\"*\", infer=True, output=\"json\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i in df.columns:\n",
    "#     df.cols.count_mismatch({i:\"int\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "columns {'INCIDENT_NUMBER': 'string', 'OFFENSE_CODE': 'int', 'OFFENSE_CODE_GROUP': 'string', 'OFFENSE_DESCRIPTION': 'string', 'DISTRICT': 'string', 'REPORTING_AREA': 'int', 'SHOOTING': 'object', 'OCCURRED_ON_DATE': 'date', 'YEAR': 'int', 'MONTH': 'int', 'DAY_OF_WEEK': 'date', 'HOUR': 'int', 'UCR_PART': 'string', 'STREET': 'string', 'Lat': 'decimal', 'Long': 'decimal', 'Location': 'array'}\n",
      "dtype--- object\n",
      "dtype--- int\n",
      "dtype--- object\n",
      "dtype--- object\n",
      "dtype--- object\n",
      "dtype--- int\n",
      "dtype--- object\n",
      "dtype--- date\n",
      "dtype--- int\n",
      "dtype--- int\n",
      "dtype--- date\n",
      "dtype--- int\n",
      "dtype--- object\n",
      "dtype--- object\n",
      "dtype--- float\n",
      "dtype--- float\n",
      "dtype--- object\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'birth'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-145-ced090af8def>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mflush\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"columns\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"birth\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m: 'birth'"
     ]
    }
   ],
   "source": [
    "df.ext.profile(columns=\"*\", infer=True, flush=True)[\"columns\"][\"birth\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "'missing_columns' must be 'id', 'firstName', 'lastName', 'billingId', 'product', 'price', 'birth', 'dummyCol', received '['OFFENSE_CODE_GROUP', 'OFFENSE_DESCRIPTION']'. ",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-142-a77503706f1d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"OFFENSE_CODE_GROUP\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"OFFENSE_DESCRIPTION\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mseparator\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\", \"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_col\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"OFFENSE_CODE_GROUP_OFFENSE_DESCRIPTION\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0m_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"json\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mnest\u001b[1;34m(self, input_cols, shape, separator, output_col)\u001b[0m\n\u001b[0;32m   1178\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1179\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1180\u001b[1;33m         \u001b[0minput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1181\u001b[0m         \u001b[1;31m# output_col = val_to_list(output_col)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1182\u001b[0m         \u001b[0mcheck_column_numbers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mparse_columns\u001b[1;34m(df, cols_args, get_args, is_regex, filter_by_column_dtypes, accepts_missing_cols, invert)\u001b[0m\n\u001b[0;32m    196\u001b[0m     \u001b[1;31m# Check for missing columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    197\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0maccepts_missing_cols\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 198\u001b[1;33m         \u001b[0mcheck_for_missing_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    199\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    200\u001b[0m     \u001b[1;31m# Filter by column data type\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcheck_for_missing_columns\u001b[1;34m(df, col_names)\u001b[0m\n\u001b[0;32m    346\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    347\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 348\u001b[1;33m         \u001b[0mRaiseIt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_col_names\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    349\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    350\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\raiseit.py\u001b[0m in \u001b[0;36mvalue_error\u001b[1;34m(var, data_values, extra_text)\u001b[0m\n\u001b[0;32m     74\u001b[0m                                  type=divisor.join(map(\n\u001b[0;32m     75\u001b[0m                                      \u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"'\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"'\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 76\u001b[1;33m                                      data_values)), var_type=one_list_to_val(var), extra_text=extra_text))\n\u001b[0m\u001b[0;32m     77\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     78\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: 'missing_columns' must be 'id', 'firstName', 'lastName', 'billingId', 'product', 'price', 'birth', 'dummyCol', received '['OFFENSE_CODE_GROUP', 'OFFENSE_DESCRIPTION']'. "
     ]
    }
   ],
   "source": [
    "\n",
    "df = df.cols.nest([\"OFFENSE_CODE_GROUP\", \"OFFENSE_DESCRIPTION\"], separator=\", \", output_col=\"OFFENSE_CODE_GROUP_OFFENSE_DESCRIPTION\").ext.cache()\n",
    "_output = df.ext.profile(columns=\"*\", infer=True, output=\"json\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980-07-07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423</td>\n",
       "      <td>piza</td>\n",
       "      <td>8</td>\n",
       "      <td>1950-07-08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990-07-09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954-07-10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990-07-11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930-08-12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970-07-13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950-07-14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920-04-22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923-03-12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999-02-15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993-12-08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994-01-04</td>\n",
       "      <td>run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>553</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997-06-27</td>\n",
       "      <td>around</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956-11-30</td>\n",
       "      <td>and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>886</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958-03-26</td>\n",
       "      <td>desert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>912</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000-03-22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>812</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899-01-01</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921-05-03</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id             firstName              lastName billingId     product  \\\n",
       "0    1                  Luis           Alvarez$$%!       123        Cake   \n",
       "1    2                 André                Ampère       423        piza   \n",
       "2    3                 NiELS            Böhr//((%%       551       pizza   \n",
       "3    4                  PAUL                dirac$       521       pizza   \n",
       "4    5                Albert              Einstein       634       pizza   \n",
       "5    6               Galileo               GALiLEI       672       arepa   \n",
       "6    7                  CaRL              Ga%%%uss       323        taco   \n",
       "7    8                 David            H$$$ilbert       624    taaaccoo   \n",
       "8    9              Johannes                KEPLER       735        taco   \n",
       "9   10                 JaMES           M$$ax%%well       875        taco   \n",
       "10  11                 Isaac                Newton       992       pasta   \n",
       "11  12                Emmy%%              Nöether$       234       pasta   \n",
       "12  13                Max!!!             Planck!!!       111  hamburguer   \n",
       "13  14                  Fred              Hoy&&&le       553      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz       116       pizza   \n",
       "15  16               William            Gilbert###       886        BEER   \n",
       "16  17                 Marie                 CURIE       912        Rice   \n",
       "17  18                Arthur            COM%%%pton       812      110790   \n",
       "18  19                 JAMES              Chadwick       467         NaN   \n",
       "\n",
       "   price      birth dummyCol  \n",
       "0     10 1980-07-07    never  \n",
       "1      8 1950-07-08    gonna  \n",
       "2      8 1990-07-09     give  \n",
       "3      8 1954-07-10      you  \n",
       "4      8 1990-07-11       up  \n",
       "5      5 1930-08-12    never  \n",
       "6      3 1970-07-13    gonna  \n",
       "7      3 1950-07-14      let  \n",
       "8      3 1920-04-22      you  \n",
       "9      3 1923-03-12     down  \n",
       "10     9 1999-02-15   never   \n",
       "11     9 1993-12-08    gonna  \n",
       "12     4 1994-01-04     run   \n",
       "13     8 1997-06-27   around  \n",
       "14     8 1956-11-30      and  \n",
       "15     2 1958-03-26   desert  \n",
       "16     1 2000-03-22      you  \n",
       "17     5 1899-01-01        #  \n",
       "18    10 1921-05-03        #  "
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1980 7 7 0 0 0 0 28\n",
      "1950 7 8 0 0 0 5 27\n",
      "1990 7 9 0 0 0 0 28\n",
      "1954 7 10 0 0 0 5 27\n",
      "1990 7 11 0 0 0 2 28\n",
      "1930 8 12 0 0 0 1 33\n",
      "1970 7 13 0 0 0 0 29\n",
      "1950 7 14 0 0 0 4 28\n",
      "1920 4 22 0 0 0 3 17\n",
      "1923 3 12 0 0 0 0 11\n",
      "1999 2 15 0 0 0 0 7\n",
      "1993 12 8 0 0 0 2 49\n",
      "1994 1 4 0 0 0 1 1\n",
      "1997 6 27 0 0 0 4 26\n",
      "1956 11 30 0 0 0 4 48\n",
      "1958 3 26 0 0 0 2 13\n",
      "2000 3 22 0 0 0 2 12\n",
      "1899 1 1 0 0 0 6 52\n",
      "1921 5 3 0 0 0 1 18\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['__add__',\n",
       " '__array_priority__',\n",
       " '__class__',\n",
       " '__delattr__',\n",
       " '__dict__',\n",
       " '__dir__',\n",
       " '__doc__',\n",
       " '__eq__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattribute__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__le__',\n",
       " '__lt__',\n",
       " '__module__',\n",
       " '__ne__',\n",
       " '__new__',\n",
       " '__pyx_vtable__',\n",
       " '__radd__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__rsub__',\n",
       " '__setattr__',\n",
       " '__setstate__',\n",
       " '__sizeof__',\n",
       " '__str__',\n",
       " '__sub__',\n",
       " '__subclasshook__',\n",
       " '__weakref__',\n",
       " '_date_attributes',\n",
       " '_date_repr',\n",
       " '_get_date_name_field',\n",
       " '_get_start_end_field',\n",
       " '_has_time_component',\n",
       " '_repr_base',\n",
       " '_round',\n",
       " '_short_repr',\n",
       " '_time_repr',\n",
       " 'asm8',\n",
       " 'astimezone',\n",
       " 'ceil',\n",
       " 'combine',\n",
       " 'ctime',\n",
       " 'date',\n",
       " 'day',\n",
       " 'day_name',\n",
       " 'dayofweek',\n",
       " 'dayofyear',\n",
       " 'days_in_month',\n",
       " 'daysinmonth',\n",
       " 'dst',\n",
       " 'floor',\n",
       " 'fold',\n",
       " 'freq',\n",
       " 'freqstr',\n",
       " 'fromisoformat',\n",
       " 'fromordinal',\n",
       " 'fromtimestamp',\n",
       " 'hour',\n",
       " 'is_leap_year',\n",
       " 'is_month_end',\n",
       " 'is_month_start',\n",
       " 'is_quarter_end',\n",
       " 'is_quarter_start',\n",
       " 'is_year_end',\n",
       " 'is_year_start',\n",
       " 'isocalendar',\n",
       " 'isoformat',\n",
       " 'isoweekday',\n",
       " 'max',\n",
       " 'microsecond',\n",
       " 'min',\n",
       " 'minute',\n",
       " 'month',\n",
       " 'month_name',\n",
       " 'nanosecond',\n",
       " 'normalize',\n",
       " 'now',\n",
       " 'quarter',\n",
       " 'replace',\n",
       " 'resolution',\n",
       " 'round',\n",
       " 'second',\n",
       " 'strftime',\n",
       " 'strptime',\n",
       " 'time',\n",
       " 'timestamp',\n",
       " 'timetuple',\n",
       " 'timetz',\n",
       " 'to_datetime64',\n",
       " 'to_julian_date',\n",
       " 'to_numpy',\n",
       " 'to_period',\n",
       " 'to_pydatetime',\n",
       " 'today',\n",
       " 'toordinal',\n",
       " 'tz',\n",
       " 'tz_convert',\n",
       " 'tz_localize',\n",
       " 'tzinfo',\n",
       " 'tzname',\n",
       " 'utcfromtimestamp',\n",
       " 'utcnow',\n",
       " 'utcoffset',\n",
       " 'utctimetuple',\n",
       " 'value',\n",
       " 'week',\n",
       " 'weekday',\n",
       " 'weekofyear',\n",
       " 'year']"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "for i in df[\"birth\"]:    \n",
    "    print(i.year, i.month, i.day, i.hour, i.minute, i.second, i.weekday(), i.weekofyear)\n",
    "dir(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "      <th>new_birth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980-07-07</td>\n",
       "      <td>never</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423</td>\n",
       "      <td>piza</td>\n",
       "      <td>8</td>\n",
       "      <td>1950-07-08</td>\n",
       "      <td>gonna</td>\n",
       "      <td>1950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990-07-09</td>\n",
       "      <td>give</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954-07-10</td>\n",
       "      <td>you</td>\n",
       "      <td>1954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990-07-11</td>\n",
       "      <td>up</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930-08-12</td>\n",
       "      <td>never</td>\n",
       "      <td>1930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970-07-13</td>\n",
       "      <td>gonna</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950-07-14</td>\n",
       "      <td>let</td>\n",
       "      <td>1950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920-04-22</td>\n",
       "      <td>you</td>\n",
       "      <td>1920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923-03-12</td>\n",
       "      <td>down</td>\n",
       "      <td>1923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999-02-15</td>\n",
       "      <td>never</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993-12-08</td>\n",
       "      <td>gonna</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994-01-04</td>\n",
       "      <td>run</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>553</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997-06-27</td>\n",
       "      <td>around</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956-11-30</td>\n",
       "      <td>and</td>\n",
       "      <td>1956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>886</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958-03-26</td>\n",
       "      <td>desert</td>\n",
       "      <td>1958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>912</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000-03-22</td>\n",
       "      <td>you</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>812</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899-01-01</td>\n",
       "      <td>#</td>\n",
       "      <td>1899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921-05-03</td>\n",
       "      <td>#</td>\n",
       "      <td>1921</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id             firstName              lastName billingId     product  \\\n",
       "0    1                  Luis           Alvarez$$%!       123        Cake   \n",
       "1    2                 André                Ampère       423        piza   \n",
       "2    3                 NiELS            Böhr//((%%       551       pizza   \n",
       "3    4                  PAUL                dirac$       521       pizza   \n",
       "4    5                Albert              Einstein       634       pizza   \n",
       "5    6               Galileo               GALiLEI       672       arepa   \n",
       "6    7                  CaRL              Ga%%%uss       323        taco   \n",
       "7    8                 David            H$$$ilbert       624    taaaccoo   \n",
       "8    9              Johannes                KEPLER       735        taco   \n",
       "9   10                 JaMES           M$$ax%%well       875        taco   \n",
       "10  11                 Isaac                Newton       992       pasta   \n",
       "11  12                Emmy%%              Nöether$       234       pasta   \n",
       "12  13                Max!!!             Planck!!!       111  hamburguer   \n",
       "13  14                  Fred              Hoy&&&le       553      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz       116       pizza   \n",
       "15  16               William            Gilbert###       886        BEER   \n",
       "16  17                 Marie                 CURIE       912        Rice   \n",
       "17  18                Arthur            COM%%%pton       812      110790   \n",
       "18  19                 JAMES              Chadwick       467         NaN   \n",
       "\n",
       "   price      birth dummyCol  new_birth  \n",
       "0     10 1980-07-07    never       1980  \n",
       "1      8 1950-07-08    gonna       1950  \n",
       "2      8 1990-07-09     give       1990  \n",
       "3      8 1954-07-10      you       1954  \n",
       "4      8 1990-07-11       up       1990  \n",
       "5      5 1930-08-12    never       1930  \n",
       "6      3 1970-07-13    gonna       1970  \n",
       "7      3 1950-07-14      let       1950  \n",
       "8      3 1920-04-22      you       1920  \n",
       "9      3 1923-03-12     down       1923  \n",
       "10     9 1999-02-15   never        1999  \n",
       "11     9 1993-12-08    gonna       1993  \n",
       "12     4 1994-01-04     run        1994  \n",
       "13     8 1997-06-27   around       1997  \n",
       "14     8 1956-11-30      and       1956  \n",
       "15     2 1958-03-26   desert       1958  \n",
       "16     1 2000-03-22      you       2000  \n",
       "17     5 1899-01-01        #       1899  \n",
       "18    10 1921-05-03        #       1921  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.year(\"birth\", output_cols=\"new_birth\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "Can only use .dt accessor with datetimelike values",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-117-ad13294c6e50>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"birth\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdt\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mpandas\\_libs\\properties.pyx\u001b[0m in \u001b[0;36mpandas._libs.properties.CachedProperty.__get__\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mdt\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   2616\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mdt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2617\u001b[0m         \u001b[1;34m\"\"\" Namespace of datetime methods \"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2618\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mDatetimeAccessor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2619\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2620\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mcache_readonly\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\accessor.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, series)\u001b[0m\n\u001b[0;32m     34\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseries_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"to_series\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# is index-like\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     35\u001b[0m             \u001b[0mseries_meta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mseries_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_series\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 36\u001b[1;33m         \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseries_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_accessor_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     37\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     38\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_meta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmeta\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5268\u001b[0m             \u001b[1;32mor\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_accessors\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5269\u001b[0m         ):\n\u001b[1;32m-> 5270\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5271\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5272\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\accessor.py\u001b[0m in \u001b[0;36m__get__\u001b[1;34m(self, obj, cls)\u001b[0m\n\u001b[0;32m    185\u001b[0m             \u001b[1;31m# we're accessing the attribute of the class, i.e., Dataset.geo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    186\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_accessor\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 187\u001b[1;33m         \u001b[0maccessor_obj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_accessor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    188\u001b[0m         \u001b[1;31m# Replace the property with the accessor object. Inspired by:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    189\u001b[0m         \u001b[1;31m# http://www.pydanny.com/cached-property.html\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\indexes\\accessors.py\u001b[0m in \u001b[0;36m__new__\u001b[1;34m(cls, data)\u001b[0m\n\u001b[0;32m    336\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mDatetimeProperties\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morig\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    337\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 338\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Can only use .dt accessor with datetimelike values\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: Can only use .dt accessor with datetimelike values"
     ]
    }
   ],
   "source": [
    "df[\"birth\"].dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dateutil.parser import parse as dparse\n",
    "type(dparse(\"1\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'stats': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 19,\n",
       "  'frequency': [{'value': '2000/03/22', 'count': 1},\n",
       "   {'value': '1999/02/15', 'count': 1},\n",
       "   {'value': '1997/06/27', 'count': 1},\n",
       "   {'value': '1994/01/04', 'count': 1},\n",
       "   {'value': '1993/12/08', 'count': 1},\n",
       "   {'value': '1990/07/11', 'count': 1},\n",
       "   {'value': '1990/07/09', 'count': 1},\n",
       "   {'value': '1980/07/07', 'count': 1},\n",
       "   {'value': '1970/07/13', 'count': 1},\n",
       "   {'value': '1958/03/26', 'count': 1},\n",
       "   {'value': '1956/11/30', 'count': 1},\n",
       "   {'value': '1954/07/10', 'count': 1},\n",
       "   {'value': '1950/07/14', 'count': 1},\n",
       "   {'value': '1950/07/08', 'count': 1},\n",
       "   {'value': '1930/08/12', 'count': 1},\n",
       "   {'value': '1923/03/12', 'count': 1},\n",
       "   {'value': '1921/05/03', 'count': 1},\n",
       "   {'value': '1920/04/22', 'count': 1},\n",
       "   {'value': '1899/01/01', 'count': 1}],\n",
       "  'count_uniques': 19},\n",
       " 'dtype': 'object',\n",
       " 'profiler_dtype': 'date'}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for col_name in df.cols.names():\n",
    "#     print(col_name)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980-07-07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423</td>\n",
       "      <td>piza</td>\n",
       "      <td>8</td>\n",
       "      <td>1950-07-08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990-07-09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954-07-10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990-07-11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930-08-12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970-07-13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950-07-14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920-04-22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923-03-12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999-02-15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993-12-08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994-01-04</td>\n",
       "      <td>run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>553</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997-06-27</td>\n",
       "      <td>around</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956-11-30</td>\n",
       "      <td>and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>886</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958-03-26</td>\n",
       "      <td>desert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>912</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000-03-22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>812</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899-01-01</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921-05-03</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id             firstName              lastName billingId     product  \\\n",
       "0    1                  Luis           Alvarez$$%!       123        Cake   \n",
       "1    2                 André                Ampère       423        piza   \n",
       "2    3                 NiELS            Böhr//((%%       551       pizza   \n",
       "3    4                  PAUL                dirac$       521       pizza   \n",
       "4    5                Albert              Einstein       634       pizza   \n",
       "5    6               Galileo               GALiLEI       672       arepa   \n",
       "6    7                  CaRL              Ga%%%uss       323        taco   \n",
       "7    8                 David            H$$$ilbert       624    taaaccoo   \n",
       "8    9              Johannes                KEPLER       735        taco   \n",
       "9   10                 JaMES           M$$ax%%well       875        taco   \n",
       "10  11                 Isaac                Newton       992       pasta   \n",
       "11  12                Emmy%%              Nöether$       234       pasta   \n",
       "12  13                Max!!!             Planck!!!       111  hamburguer   \n",
       "13  14                  Fred              Hoy&&&le       553      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz       116       pizza   \n",
       "15  16               William            Gilbert###       886        BEER   \n",
       "16  17                 Marie                 CURIE       912        Rice   \n",
       "17  18                Arthur            COM%%%pton       812      110790   \n",
       "18  19                 JAMES              Chadwick       467         NaN   \n",
       "\n",
       "   price      birth dummyCol  \n",
       "0     10 1980-07-07    never  \n",
       "1      8 1950-07-08    gonna  \n",
       "2      8 1990-07-09     give  \n",
       "3      8 1954-07-10      you  \n",
       "4      8 1990-07-11       up  \n",
       "5      5 1930-08-12    never  \n",
       "6      3 1970-07-13    gonna  \n",
       "7      3 1950-07-14      let  \n",
       "8      3 1920-04-22      you  \n",
       "9      3 1923-03-12     down  \n",
       "10     9 1999-02-15   never   \n",
       "11     9 1993-12-08    gonna  \n",
       "12     4 1994-01-04     run   \n",
       "13     8 1997-06-27   around  \n",
       "14     8 1956-11-30      and  \n",
       "15     2 1958-03-26   desert  \n",
       "16     1 2000-03-22      you  \n",
       "17     5 1899-01-01        #  \n",
       "18    10 1921-05-03        #  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Arrow [1970-01-01T00:00:01+00:00]>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import arrow\n",
    "date = 1\n",
    "arrow.get(date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2020, 5, 10, 0, 0)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dateutil.parser import parse as dparse\n",
    "dparse(\"10\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 17:25:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.33695098</td>\n",
       "      <td>-71.08574813</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-31 19:35:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.30233307</td>\n",
       "      <td>-71.11156487</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>142052550</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-06-22 00:12:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.33383935</td>\n",
       "      <td>-71.08029038</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>319073 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
       "0           I182070945           619               Larceny   \n",
       "1           I182070943          1402             Vandalism   \n",
       "2           I182070941          3410                 Towed   \n",
       "3           I182070940          3114  Investigate Property   \n",
       "4           I182070938          3114  Investigate Property   \n",
       "...                ...           ...                   ...   \n",
       "319068   I050310906-00          3125       Warrant Arrests   \n",
       "319069   I030217815-08           111              Homicide   \n",
       "319070   I030217815-08          3125       Warrant Arrests   \n",
       "319071   I010370257-00          3125       Warrant Arrests   \n",
       "319072       142052550          3125       Warrant Arrests   \n",
       "\n",
       "                        OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
       "0                        LARCENY ALL OTHERS      D14            808      NaN   \n",
       "1                                 VANDALISM      C11            347      NaN   \n",
       "2                       TOWED MOTOR VEHICLE       D4            151      NaN   \n",
       "3                      INVESTIGATE PROPERTY       D4            272      NaN   \n",
       "4                      INVESTIGATE PROPERTY       B3            421      NaN   \n",
       "...                                     ...      ...            ...      ...   \n",
       "319068                       WARRANT ARREST       D4            285      NaN   \n",
       "319069  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18            520      NaN   \n",
       "319070                       WARRANT ARREST      E18            520      NaN   \n",
       "319071                       WARRANT ARREST      E13            569      NaN   \n",
       "319072                       WARRANT ARREST       D4            903      NaN   \n",
       "\n",
       "           OCCURRED_ON_DATE  YEAR  MONTH DAY_OF_WEEK  HOUR    UCR_PART  \\\n",
       "0       2018-09-02 13:00:00  2018      9      Sunday    13    Part One   \n",
       "1       2018-08-21 00:00:00  2018      8     Tuesday     0    Part Two   \n",
       "2       2018-09-03 19:27:00  2018      9      Monday    19  Part Three   \n",
       "3       2018-09-03 21:16:00  2018      9      Monday    21  Part Three   \n",
       "4       2018-09-03 21:05:00  2018      9      Monday    21  Part Three   \n",
       "...                     ...   ...    ...         ...   ...         ...   \n",
       "319068  2016-06-05 17:25:00  2016      6      Sunday    17  Part Three   \n",
       "319069  2015-07-09 13:38:00  2015      7    Thursday    13    Part One   \n",
       "319070  2015-07-09 13:38:00  2015      7    Thursday    13  Part Three   \n",
       "319071  2016-05-31 19:35:00  2016      5     Tuesday    19  Part Three   \n",
       "319072  2015-06-22 00:12:00  2015      6      Monday     0  Part Three   \n",
       "\n",
       "                   STREET          Lat          Long  \\\n",
       "0              LINCOLN ST  42.35779134  -71.13937053   \n",
       "1                HECLA ST  42.30682138  -71.06030035   \n",
       "2             CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3              NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4                DELHI ST  42.27536542  -71.09036101   \n",
       "...                   ...          ...           ...   \n",
       "319068        COVENTRY ST  42.33695098  -71.08574813   \n",
       "319069           RIVER ST  42.25592648  -71.12317207   \n",
       "319070           RIVER ST  42.25592648  -71.12317207   \n",
       "319071  NEW WASHINGTON ST  42.30233307  -71.11156487   \n",
       "319072      WASHINGTON ST  42.33383935  -71.08029038   \n",
       "\n",
       "                           Location  \n",
       "0       (42.35779134, -71.13937053)  \n",
       "1       (42.30682138, -71.06030035)  \n",
       "2       (42.34658879, -71.07242943)  \n",
       "3       (42.33418175, -71.07866441)  \n",
       "4       (42.27536542, -71.09036101)  \n",
       "...                             ...  \n",
       "319068  (42.33695098, -71.08574813)  \n",
       "319069  (42.25592648, -71.12317207)  \n",
       "319070  (42.25592648, -71.12317207)  \n",
       "319071  (42.30233307, -71.11156487)  \n",
       "319072  (42.33383935, -71.08029038)  \n",
       "\n",
       "[319073 rows x 17 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "columns {'SHOOTING': 'object'}\n",
      "_dtype object\n",
      "cols_and_inferred_dtype {'SHOOTING': 'object'}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'{\"columns\": {\"SHOOTING\": {\"stats\": {\"mismatch\": 1019, \"missing\": 318054, \"match\": 0, \"frequency\": [{\"value\": \"Y\", \"count\": 1019}], \"count_uniques\": 1}, \"dtype\": \"object\", \"profiler_dtype\": \"object\"}}, \"name\": null, \"file_name\": \"crime.csv\", \"summary\": {\"cols_count\": 17, \"rows_count\": 319073, \"size\": \"35.1 MB\", \"dtypes_list\": [\"uint16\", \"object\", \"uint8\"], \"total_count_dtypes\": 3, \"missing_count\": 318054, \"p_missing\": 99.68}}'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'preview_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-8-2050f2c614df>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0m_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpreview_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"json\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'preview_df' is not defined"
     ]
    }
   ],
   "source": [
    "_output = preview_df.ext.profile(columns=\"*\", infer=True, output=\"json\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = op.load.csv(\"http://159.65.217.17:5003/uploads/datasetFile-1589815911139.csv\", sep=\",\", error_bad_lines=False, header=True, null_value=\"null\", infer_schema=\"true\", encoding=\"UTF-8\", quoting=0, lineterminator=None, cache=True).ext.cache()\n",
    "# df = op.load.csv(\"http://159.65.217.17:5003/uploads/datasetFile-1590006020188.csv\", sep=\",\", error_bad_lines=False, header=True, null_value=\"null\", infer_schema=\"true\", encoding=\"UTF-8\", quoting=0, lineterminator=None, cache=True).ext.cache()\n",
    "# df = op.load.file(\"data/dataset - transactions.csv\").ext.cache()\n",
    "# df = op.load.file(\"data/crime.csv\", n_rows=10).ext.cache()\n",
    "df = op.load.file(\"data/foo.csv\", n_rows=10).ext.cache()\n",
    "\n",
    "\n",
    "df = df.ext.optimize()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423</td>\n",
       "      <td>piza</td>\n",
       "      <td>8</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id firstName              lastName  billingId   product  price       birth  \\\n",
       "0   1      Luis           Alvarez$$%!        123      Cake     10  1980/07/07   \n",
       "1   2     André                Ampère        423      piza      8  1950/07/08   \n",
       "2   3     NiELS            Böhr//((%%        551     pizza      8  1990/07/09   \n",
       "3   4      PAUL                dirac$        521     pizza      8  1954/07/10   \n",
       "4   5    Albert              Einstein        634     pizza      8  1990/07/11   \n",
       "5   6   Galileo               GALiLEI        672     arepa      5  1930/08/12   \n",
       "6   7      CaRL              Ga%%%uss        323      taco      3  1970/07/13   \n",
       "7   8     David            H$$$ilbert        624  taaaccoo      3  1950/07/14   \n",
       "8   9  Johannes                KEPLER        735      taco      3  1920/04/22   \n",
       "9  10     JaMES           M$$ax%%well        875      taco      3  1923/03/12   \n",
       "\n",
       "  dummyCol  \n",
       "0    never  \n",
       "1    gonna  \n",
       "2     give  \n",
       "3      you  \n",
       "4       up  \n",
       "5    never  \n",
       "6    gonna  \n",
       "7      let  \n",
       "8      you  \n",
       "9     down  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 19 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "columns {'id': 'int', 'firstName': 'string', 'lastName': 'string', 'billingId': 'int', 'product': 'string', 'price': 'int', 'birth': 'date', 'dummyCol': 'string'}\n",
      "dtype--- int\n",
      "dtype--- object\n",
      "dtype--- object\n",
      "dtype--- int\n",
      "dtype--- object\n",
      "dtype--- int\n",
      "dtype--- date\n",
      "dtype--- object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'id': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 19,\n",
       "    'hist': [{'lower': 1.0, 'upper': 1.5625, 'count': 1},\n",
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       "     {'lower': 6.625, 'upper': 7.1875, 'count': 1},\n",
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       "     {'lower': 7.75, 'upper': 8.3125, 'count': 1},\n",
       "     {'lower': 8.3125, 'upper': 8.875, 'count': 0},\n",
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       "     {'lower': 9.4375, 'upper': 10.0, 'count': 0},\n",
       "     {'lower': 10.0, 'upper': 10.5625, 'count': 1},\n",
       "     {'lower': 10.5625, 'upper': 11.125, 'count': 1},\n",
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       "     {'lower': 17.3125, 'upper': 17.875, 'count': 0},\n",
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       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'firstName': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 19,\n",
       "    'frequency': [{'value': 'William', 'count': 1},\n",
       "     {'value': 'PAUL', 'count': 1},\n",
       "     {'value': 'NiELS', 'count': 1},\n",
       "     {'value': 'Max!!!', 'count': 1},\n",
       "     {'value': 'Marie', 'count': 1},\n",
       "     {'value': 'Luis', 'count': 1},\n",
       "     {'value': 'Johannes', 'count': 1},\n",
       "     {'value': 'JaMES', 'count': 1},\n",
       "     {'value': 'JAMES', 'count': 1},\n",
       "     {'value': 'Isaac', 'count': 1},\n",
       "     {'value': 'Galileo', 'count': 1},\n",
       "     {'value': 'Fred', 'count': 1},\n",
       "     {'value': 'Emmy%%', 'count': 1},\n",
       "     {'value': 'David', 'count': 1},\n",
       "     {'value': 'CaRL', 'count': 1},\n",
       "     {'value': 'Arthur', 'count': 1},\n",
       "     {'value': 'André', 'count': 1},\n",
       "     {'value': 'Albert', 'count': 1},\n",
       "     {'value': '(((   Heinrich )))))', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'lastName': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 19,\n",
       "    'frequency': [{'value': 'dirac$', 'count': 1},\n",
       "     {'value': 'Planck!!!', 'count': 1},\n",
       "     {'value': 'Nöether$', 'count': 1},\n",
       "     {'value': 'Newton', 'count': 1},\n",
       "     {'value': 'M$$ax%%well', 'count': 1},\n",
       "     {'value': 'KEPLER', 'count': 1},\n",
       "     {'value': 'Hoy&&&le', 'count': 1},\n",
       "     {'value': 'Hertz', 'count': 1},\n",
       "     {'value': 'H$$$ilbert', 'count': 1},\n",
       "     {'value': 'Gilbert###', 'count': 1},\n",
       "     {'value': 'Ga%%%uss', 'count': 1},\n",
       "     {'value': 'Einstein', 'count': 1},\n",
       "     {'value': 'Chadwick', 'count': 1},\n",
       "     {'value': 'CURIE', 'count': 1},\n",
       "     {'value': 'COM%%%pton', 'count': 1},\n",
       "     {'value': 'Böhr//((%%', 'count': 1},\n",
       "     {'value': 'Ampère', 'count': 1},\n",
       "     {'value': 'Alvarez$$%!', 'count': 1},\n",
       "     {'value': '             GALiLEI', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'billingId': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 19,\n",
       "    'hist': [{'lower': 111.0, 'upper': 138.53125, 'count': 3},\n",
       "     {'lower': 138.53125, 'upper': 166.0625, 'count': 0},\n",
       "     {'lower': 166.0625, 'upper': 193.59375, 'count': 0},\n",
       "     {'lower': 193.59375, 'upper': 221.125, 'count': 0},\n",
       "     {'lower': 221.125, 'upper': 248.65625, 'count': 1},\n",
       "     {'lower': 248.65625, 'upper': 276.1875, 'count': 0},\n",
       "     {'lower': 276.1875, 'upper': 303.71875, 'count': 0},\n",
       "     {'lower': 303.71875, 'upper': 331.25, 'count': 1},\n",
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       "     {'lower': 551.5, 'upper': 579.03125, 'count': 1},\n",
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       "     {'lower': 661.625, 'upper': 689.15625, 'count': 1},\n",
       "     {'lower': 689.15625, 'upper': 716.6875, 'count': 0},\n",
       "     {'lower': 716.6875, 'upper': 744.21875, 'count': 1},\n",
       "     {'lower': 744.21875, 'upper': 771.75, 'count': 0},\n",
       "     {'lower': 771.75, 'upper': 799.28125, 'count': 0},\n",
       "     {'lower': 799.28125, 'upper': 826.8125, 'count': 1},\n",
       "     {'lower': 826.8125, 'upper': 854.34375, 'count': 0},\n",
       "     {'lower': 854.34375, 'upper': 881.875, 'count': 1},\n",
       "     {'lower': 881.875, 'upper': 909.40625, 'count': 1},\n",
       "     {'lower': 909.40625, 'upper': 936.9375, 'count': 1},\n",
       "     {'lower': 936.9375, 'upper': 964.46875, 'count': 0},\n",
       "     {'lower': 964.46875, 'upper': 992.0, 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'product': {'stats': {'mismatch': 0,\n",
       "    'missing': 1,\n",
       "    'match': 18,\n",
       "    'frequency': [{'value': 'pizza', 'count': 4},\n",
       "     {'value': 'taco', 'count': 3},\n",
       "     {'value': 'pasta', 'count': 2},\n",
       "     {'value': 'taaaccoo', 'count': 1},\n",
       "     {'value': 'pizzza', 'count': 1},\n",
       "     {'value': 'piza', 'count': 1},\n",
       "     {'value': 'hamburguer', 'count': 1},\n",
       "     {'value': 'arepa', 'count': 1},\n",
       "     {'value': 'Rice', 'count': 1},\n",
       "     {'value': 'Cake', 'count': 1},\n",
       "     {'value': 'BEER', 'count': 1},\n",
       "     {'value': '110790', 'count': 1}],\n",
       "    'count_uniques': 12},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'price': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 19,\n",
       "    'hist': [{'lower': 1.0, 'upper': 1.28125, 'count': 1},\n",
       "     {'lower': 1.28125, 'upper': 1.5625, 'count': 0},\n",
       "     {'lower': 1.5625, 'upper': 1.84375, 'count': 0},\n",
       "     {'lower': 1.84375, 'upper': 2.125, 'count': 1},\n",
       "     {'lower': 2.125, 'upper': 2.40625, 'count': 0},\n",
       "     {'lower': 2.40625, 'upper': 2.6875, 'count': 0},\n",
       "     {'lower': 2.6875, 'upper': 2.96875, 'count': 0},\n",
       "     {'lower': 2.96875, 'upper': 3.25, 'count': 4},\n",
       "     {'lower': 3.25, 'upper': 3.53125, 'count': 0},\n",
       "     {'lower': 3.53125, 'upper': 3.8125, 'count': 0},\n",
       "     {'lower': 3.8125, 'upper': 4.09375, 'count': 1},\n",
       "     {'lower': 4.09375, 'upper': 4.375, 'count': 0},\n",
       "     {'lower': 4.375, 'upper': 4.65625, 'count': 0},\n",
       "     {'lower': 4.65625, 'upper': 4.9375, 'count': 0},\n",
       "     {'lower': 4.9375, 'upper': 5.21875, 'count': 2},\n",
       "     {'lower': 5.21875, 'upper': 5.5, 'count': 0},\n",
       "     {'lower': 5.5, 'upper': 5.78125, 'count': 0},\n",
       "     {'lower': 5.78125, 'upper': 6.0625, 'count': 0},\n",
       "     {'lower': 6.0625, 'upper': 6.34375, 'count': 0},\n",
       "     {'lower': 6.34375, 'upper': 6.625, 'count': 0},\n",
       "     {'lower': 6.625, 'upper': 6.90625, 'count': 0},\n",
       "     {'lower': 6.90625, 'upper': 7.1875, 'count': 0},\n",
       "     {'lower': 7.1875, 'upper': 7.46875, 'count': 0},\n",
       "     {'lower': 7.46875, 'upper': 7.75, 'count': 0},\n",
       "     {'lower': 7.75, 'upper': 8.03125, 'count': 6},\n",
       "     {'lower': 8.03125, 'upper': 8.3125, 'count': 0},\n",
       "     {'lower': 8.3125, 'upper': 8.59375, 'count': 0},\n",
       "     {'lower': 8.59375, 'upper': 8.875, 'count': 0},\n",
       "     {'lower': 8.875, 'upper': 9.15625, 'count': 2},\n",
       "     {'lower': 9.15625, 'upper': 9.4375, 'count': 0},\n",
       "     {'lower': 9.4375, 'upper': 9.71875, 'count': 0},\n",
       "     {'lower': 9.71875, 'upper': 10.0, 'count': 2}],\n",
       "    'count_uniques': 8},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'birth': {'stats': {'mismatch': 19,\n",
       "    'missing': 0,\n",
       "    'match': 0,\n",
       "    'frequency': [{'value': '2000/03/22', 'count': 1},\n",
       "     {'value': '1999/02/15', 'count': 1},\n",
       "     {'value': '1997/06/27', 'count': 1},\n",
       "     {'value': '1994/01/04', 'count': 1},\n",
       "     {'value': '1993/12/08', 'count': 1},\n",
       "     {'value': '1990/07/11', 'count': 1},\n",
       "     {'value': '1990/07/09', 'count': 1},\n",
       "     {'value': '1980/07/07', 'count': 1},\n",
       "     {'value': '1970/07/13', 'count': 1},\n",
       "     {'value': '1958/03/26', 'count': 1},\n",
       "     {'value': '1956/11/30', 'count': 1},\n",
       "     {'value': '1954/07/10', 'count': 1},\n",
       "     {'value': '1950/07/14', 'count': 1},\n",
       "     {'value': '1950/07/08', 'count': 1},\n",
       "     {'value': '1930/08/12', 'count': 1},\n",
       "     {'value': '1923/03/12', 'count': 1},\n",
       "     {'value': '1921/05/03', 'count': 1},\n",
       "     {'value': '1920/04/22', 'count': 1},\n",
       "     {'value': '1899/01/01', 'count': 1}],\n",
       "    'count_uniques': 19},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'date'},\n",
       "  'dummyCol': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 19,\n",
       "    'frequency': [{'value': 'you', 'count': 3},\n",
       "     {'value': 'gonna', 'count': 3},\n",
       "     {'value': 'never', 'count': 2},\n",
       "     {'value': '#', 'count': 2},\n",
       "     {'value': 'up', 'count': 1},\n",
       "     {'value': 'run ', 'count': 1},\n",
       "     {'value': 'never ', 'count': 1},\n",
       "     {'value': 'let', 'count': 1},\n",
       "     {'value': 'give', 'count': 1},\n",
       "     {'value': 'down', 'count': 1},\n",
       "     {'value': 'desert', 'count': 1},\n",
       "     {'value': 'around', 'count': 1},\n",
       "     {'value': 'and', 'count': 1}],\n",
       "    'count_uniques': 13},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'}},\n",
       " 'name': None,\n",
       " 'file_name': 'foo.csv',\n",
       " 'summary': {'cols_count': 8,\n",
       "  'rows_count': 19,\n",
       "  'size': '1.3 kB',\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 1,\n",
       "  'p_missing': 5.26}}"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(columns=\"*\", infer=True,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 10 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "df = df.cols.nest([\"firstName\", \"lastName\"], separator=\", \", output_col=\"firstName_lastName\").ext.cache()\n",
    "_output = df.ext.profile(columns=\"*\", infer=True, output=\"json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"columns\": {\"id\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"hist\": [{\"lower\": 1.0, \"upper\": 1.28125, \"count\": 1}, {\"lower\": 1.28125, \"upper\": 1.5625, \"count\": 0}, {\"lower\": 1.5625, \"upper\": 1.84375, \"count\": 0}, {\"lower\": 1.84375, \"upper\": 2.125, \"count\": 1}, {\"lower\": 2.125, \"upper\": 2.40625, \"count\": 0}, {\"lower\": 2.40625, \"upper\": 2.6875, \"count\": 0}, {\"lower\": 2.6875, \"upper\": 2.96875, \"count\": 0}, {\"lower\": 2.96875, \"upper\": 3.25, \"count\": 1}, {\"lower\": 3.25, \"upper\": 3.53125, \"count\": 0}, {\"lower\": 3.53125, \"upper\": 3.8125, \"count\": 0}, {\"lower\": 3.8125, \"upper\": 4.09375, \"count\": 1}, {\"lower\": 4.09375, \"upper\": 4.375, \"count\": 0}, {\"lower\": 4.375, \"upper\": 4.65625, \"count\": 0}, {\"lower\": 4.65625, \"upper\": 4.9375, \"count\": 0}, {\"lower\": 4.9375, \"upper\": 5.21875, \"count\": 1}, {\"lower\": 5.21875, \"upper\": 5.5, \"count\": 0}, {\"lower\": 5.5, \"upper\": 5.78125, \"count\": 0}, {\"lower\": 5.78125, \"upper\": 6.0625, \"count\": 1}, {\"lower\": 6.0625, \"upper\": 6.34375, \"count\": 0}, {\"lower\": 6.34375, \"upper\": 6.625, \"count\": 0}, {\"lower\": 6.625, \"upper\": 6.90625, \"count\": 0}, {\"lower\": 6.90625, \"upper\": 7.1875, \"count\": 1}, {\"lower\": 7.1875, \"upper\": 7.46875, \"count\": 0}, {\"lower\": 7.46875, \"upper\": 7.75, \"count\": 0}, {\"lower\": 7.75, \"upper\": 8.03125, \"count\": 1}, {\"lower\": 8.03125, \"upper\": 8.3125, \"count\": 0}, {\"lower\": 8.3125, \"upper\": 8.59375, \"count\": 0}, {\"lower\": 8.59375, \"upper\": 8.875, \"count\": 0}, {\"lower\": 8.875, \"upper\": 9.15625, \"count\": 1}, {\"lower\": 9.15625, \"upper\": 9.4375, \"count\": 0}, {\"lower\": 9.4375, \"upper\": 9.71875, \"count\": 0}, {\"lower\": 9.71875, \"upper\": 10.0, \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"int32\", \"profiler_dtype\": \"int\"}, \"firstName\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"PAUL\", \"count\": 1}, {\"value\": \"NiELS\", \"count\": 1}, {\"value\": \"Luis\", \"count\": 1}, {\"value\": \"Johannes\", \"count\": 1}, {\"value\": \"JaMES\", \"count\": 1}, {\"value\": \"Galileo\", \"count\": 1}, {\"value\": \"David\", \"count\": 1}, {\"value\": \"CaRL\", \"count\": 1}, {\"value\": \"Andr\\u00e9\", \"count\": 1}, {\"value\": \"Albert\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"lastName\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"dirac$\", \"count\": 1}, {\"value\": \"M$$ax%%well\", \"count\": 1}, {\"value\": \"KEPLER\", \"count\": 1}, {\"value\": \"H$$$ilbert\", \"count\": 1}, {\"value\": \"Ga%%%uss\", \"count\": 1}, {\"value\": \"Einstein\", \"count\": 1}, {\"value\": \"B\\u00f6hr//((%%\", \"count\": 1}, {\"value\": \"Amp\\u00e8re\", \"count\": 1}, {\"value\": \"Alvarez$$%!\", \"count\": 1}, {\"value\": \"             GALiLEI\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"firstName_lastName\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"PAUL, dirac$\", \"count\": 1}, {\"value\": \"NiELS, B\\u00f6hr//((%%\", \"count\": 1}, {\"value\": \"Luis, Alvarez$$%!\", \"count\": 1}, {\"value\": \"Johannes, KEPLER\", \"count\": 1}, {\"value\": \"JaMES, M$$ax%%well\", \"count\": 1}, {\"value\": \"Galileo,              GALiLEI\", \"count\": 1}, {\"value\": \"David, H$$$ilbert\", \"count\": 1}, {\"value\": \"CaRL, Ga%%%uss\", \"count\": 1}, {\"value\": \"Andr\\u00e9, Amp\\u00e8re\", \"count\": 1}, {\"value\": \"Albert, Einstein\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"billingId\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"hist\": [{\"lower\": 123.0, \"upper\": 146.5, \"count\": 1}, {\"lower\": 146.5, \"upper\": 170.0, \"count\": 0}, {\"lower\": 170.0, \"upper\": 193.5, \"count\": 0}, {\"lower\": 193.5, \"upper\": 217.0, \"count\": 0}, {\"lower\": 217.0, \"upper\": 240.5, \"count\": 0}, {\"lower\": 240.5, \"upper\": 264.0, \"count\": 0}, {\"lower\": 264.0, \"upper\": 287.5, \"count\": 0}, {\"lower\": 287.5, \"upper\": 311.0, \"count\": 0}, {\"lower\": 311.0, \"upper\": 334.5, \"count\": 1}, {\"lower\": 334.5, \"upper\": 358.0, \"count\": 0}, {\"lower\": 358.0, \"upper\": 381.5, \"count\": 0}, {\"lower\": 381.5, \"upper\": 405.0, \"count\": 0}, {\"lower\": 405.0, \"upper\": 428.5, \"count\": 1}, {\"lower\": 428.5, \"upper\": 452.0, \"count\": 0}, {\"lower\": 452.0, \"upper\": 475.5, \"count\": 0}, {\"lower\": 475.5, \"upper\": 499.0, \"count\": 0}, {\"lower\": 499.0, \"upper\": 522.5, \"count\": 1}, {\"lower\": 522.5, \"upper\": 546.0, \"count\": 0}, {\"lower\": 546.0, \"upper\": 569.5, \"count\": 1}, {\"lower\": 569.5, \"upper\": 593.0, \"count\": 0}, {\"lower\": 593.0, \"upper\": 616.5, \"count\": 0}, {\"lower\": 616.5, \"upper\": 640.0, \"count\": 2}, {\"lower\": 640.0, \"upper\": 663.5, \"count\": 0}, {\"lower\": 663.5, \"upper\": 687.0, \"count\": 1}, {\"lower\": 687.0, \"upper\": 710.5, \"count\": 0}, {\"lower\": 710.5, \"upper\": 734.0, \"count\": 0}, {\"lower\": 734.0, \"upper\": 757.5, \"count\": 1}, {\"lower\": 757.5, \"upper\": 781.0, \"count\": 0}, {\"lower\": 781.0, \"upper\": 804.5, \"count\": 0}, {\"lower\": 804.5, \"upper\": 828.0, \"count\": 0}, {\"lower\": 828.0, \"upper\": 851.5, \"count\": 0}, {\"lower\": 851.5, \"upper\": 875.0, \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"int32\", \"profiler_dtype\": \"int\"}, \"product\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"taco\", \"count\": 3}, {\"value\": \"pizza\", \"count\": 3}, {\"value\": \"taaaccoo\", \"count\": 1}, {\"value\": \"piza\", \"count\": 1}, {\"value\": \"arepa\", \"count\": 1}, {\"value\": \"Cake\", \"count\": 1}], \"count_uniques\": 6}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"price\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"hist\": [{\"lower\": 3.0, \"upper\": 3.21875, \"count\": 4}, {\"lower\": 3.21875, \"upper\": 3.4375, \"count\": 0}, {\"lower\": 3.4375, \"upper\": 3.65625, \"count\": 0}, {\"lower\": 3.65625, \"upper\": 3.875, \"count\": 0}, {\"lower\": 3.875, \"upper\": 4.09375, \"count\": 0}, {\"lower\": 4.09375, \"upper\": 4.3125, \"count\": 0}, {\"lower\": 4.3125, \"upper\": 4.53125, \"count\": 0}, {\"lower\": 4.53125, \"upper\": 4.75, \"count\": 0}, {\"lower\": 4.75, \"upper\": 4.96875, \"count\": 0}, {\"lower\": 4.96875, \"upper\": 5.1875, \"count\": 1}, {\"lower\": 5.1875, \"upper\": 5.40625, \"count\": 0}, {\"lower\": 5.40625, \"upper\": 5.625, \"count\": 0}, {\"lower\": 5.625, \"upper\": 5.84375, \"count\": 0}, {\"lower\": 5.84375, \"upper\": 6.0625, \"count\": 0}, {\"lower\": 6.0625, \"upper\": 6.28125, \"count\": 0}, {\"lower\": 6.28125, \"upper\": 6.5, \"count\": 0}, {\"lower\": 6.5, \"upper\": 6.71875, \"count\": 0}, {\"lower\": 6.71875, \"upper\": 6.9375, \"count\": 0}, {\"lower\": 6.9375, \"upper\": 7.15625, \"count\": 0}, {\"lower\": 7.15625, \"upper\": 7.375, \"count\": 0}, {\"lower\": 7.375, \"upper\": 7.59375, \"count\": 0}, {\"lower\": 7.59375, \"upper\": 7.8125, \"count\": 0}, {\"lower\": 7.8125, \"upper\": 8.03125, \"count\": 4}, {\"lower\": 8.03125, \"upper\": 8.25, \"count\": 0}, {\"lower\": 8.25, \"upper\": 8.46875, \"count\": 0}, {\"lower\": 8.46875, \"upper\": 8.6875, \"count\": 0}, {\"lower\": 8.6875, \"upper\": 8.90625, \"count\": 0}, {\"lower\": 8.90625, \"upper\": 9.125, \"count\": 0}, {\"lower\": 9.125, \"upper\": 9.34375, \"count\": 0}, {\"lower\": 9.34375, \"upper\": 9.5625, \"count\": 0}, {\"lower\": 9.5625, \"upper\": 9.78125, \"count\": 0}, {\"lower\": 9.78125, \"upper\": 10.0, \"count\": 1}], \"count_uniques\": 4}, \"dtype\": \"int32\", \"profiler_dtype\": \"int\"}, \"birth\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"1990/07/11\", \"count\": 1}, {\"value\": \"1990/07/09\", \"count\": 1}, {\"value\": \"1980/07/07\", \"count\": 1}, {\"value\": \"1970/07/13\", \"count\": 1}, {\"value\": \"1954/07/10\", \"count\": 1}, {\"value\": \"1950/07/14\", \"count\": 1}, {\"value\": \"1950/07/08\", \"count\": 1}, {\"value\": \"1930/08/12\", \"count\": 1}, {\"value\": \"1923/03/12\", \"count\": 1}, {\"value\": \"1920/04/22\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"date\"}, \"dummyCol\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"you\", \"count\": 2}, {\"value\": \"never\", \"count\": 2}, {\"value\": \"gonna\", \"count\": 2}, {\"value\": \"up\", \"count\": 1}, {\"value\": \"let\", \"count\": 1}, {\"value\": \"give\", \"count\": 1}, {\"value\": \"down\", \"count\": 1}], \"count_uniques\": 7}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}}, \"name\": null, \"file_name\": \"foo.csv\", \"summary\": {\"cols_count\": 9, \"rows_count\": 10, \"size\": \"728 Bytes\", \"dtypes_list\": [\"int32\", \"object\"], \"total_count_dtypes\": 2, \"missing_count\": 0, \"p_missing\": 0.0}}\n"
     ]
    }
   ],
   "source": [
    "print(_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 10 rows / 9 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName_lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (int32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis,&#8901;Alvarez$$%!\">\n",
       "                \n",
       "                Luis,&#8901;Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André,&#8901;Ampère\">\n",
       "                \n",
       "                André,&#8901;Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS,&#8901;Böhr//((%%\">\n",
       "                \n",
       "                NiELS,&#8901;Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL,&#8901;dirac$\">\n",
       "                \n",
       "                PAUL,&#8901;dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert,&#8901;Einstein\">\n",
       "                \n",
       "                Albert,&#8901;Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo,&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                Galileo,&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL,&#8901;Ga%%%uss\">\n",
       "                \n",
       "                CaRL,&#8901;Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David,&#8901;H$$$ilbert\">\n",
       "                \n",
       "                David,&#8901;H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes,&#8901;KEPLER\">\n",
       "                \n",
       "                Johannes,&#8901;KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES,&#8901;M$$ax%%well\">\n",
       "                \n",
       "                JaMES,&#8901;M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 10 rows / 9 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.cols.nest([\"firstName\",\"lastName\"],output_col=\"lastName1\", separator = \",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 10 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
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\"profiler_dtype\": \"string\"}, \"price\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"hist\": [{\"lower\": 3.0, \"upper\": 3.21875, \"count\": 4}, {\"lower\": 3.21875, \"upper\": 3.4375, \"count\": 0}, {\"lower\": 3.4375, \"upper\": 3.65625, \"count\": 0}, {\"lower\": 3.65625, \"upper\": 3.875, \"count\": 0}, {\"lower\": 3.875, \"upper\": 4.09375, \"count\": 0}, {\"lower\": 4.09375, \"upper\": 4.3125, \"count\": 0}, {\"lower\": 4.3125, \"upper\": 4.53125, \"count\": 0}, {\"lower\": 4.53125, \"upper\": 4.75, \"count\": 0}, {\"lower\": 4.75, \"upper\": 4.96875, \"count\": 0}, {\"lower\": 4.96875, \"upper\": 5.1875, \"count\": 1}, {\"lower\": 5.1875, \"upper\": 5.40625, \"count\": 0}, {\"lower\": 5.40625, \"upper\": 5.625, \"count\": 0}, {\"lower\": 5.625, \"upper\": 5.84375, \"count\": 0}, {\"lower\": 5.84375, \"upper\": 6.0625, \"count\": 0}, {\"lower\": 6.0625, \"upper\": 6.28125, \"count\": 0}, {\"lower\": 6.28125, \"upper\": 6.5, \"count\": 0}, {\"lower\": 6.5, 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\"summary\": {\"cols_count\": 9, \"rows_count\": 10, \"size\": \"728 Bytes\", \"dtypes_list\": [\"int32\", \"object\"], \"total_count_dtypes\": 2, \"missing_count\": 0, \"p_missing\": 0.0}}'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(columns=\"*\", infer=True, output=\"json\", flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>firstName</th>\n",
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       "      <td>dirac$</td>\n",
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       "      <th>4</th>\n",
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       "      <td>Albert,Einstein</td>\n",
       "      <td>634</td>\n",
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       "      <td>CaRL,Ga%%%uss</td>\n",
       "      <td>323</td>\n",
       "      <td>taco</td>\n",
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       "      <td>H$$$ilbert</td>\n",
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       "      <td>624</td>\n",
       "      <td>taaaccoo</td>\n",
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      "text/plain": [
       "   id firstName              lastName                     lastName1  \\\n",
       "0   1      Luis           Alvarez$$%!              Luis,Alvarez$$%!   \n",
       "1   2     André                Ampère                  André,Ampère   \n",
       "2   3     NiELS            Böhr//((%%              NiELS,Böhr//((%%   \n",
       "3   4      PAUL                dirac$                   PAUL,dirac$   \n",
       "4   5    Albert              Einstein               Albert,Einstein   \n",
       "5   6   Galileo               GALiLEI  Galileo,             GALiLEI   \n",
       "6   7      CaRL              Ga%%%uss                 CaRL,Ga%%%uss   \n",
       "7   8     David            H$$$ilbert              David,H$$$ilbert   \n",
       "8   9  Johannes                KEPLER               Johannes,KEPLER   \n",
       "9  10     JaMES           M$$ax%%well             JaMES,M$$ax%%well   \n",
       "\n",
       "   billingId   product  price       birth dummyCol  \n",
       "0        123      Cake     10  1980/07/07    never  \n",
       "1        423      piza      8  1950/07/08    gonna  \n",
       "2        551     pizza      8  1990/07/09     give  \n",
       "3        521     pizza      8  1954/07/10      you  \n",
       "4        634     pizza      8  1990/07/11       up  \n",
       "5        672     arepa      5  1930/08/12    never  \n",
       "6        323      taco      3  1970/07/13    gonna  \n",
       "7        624  taaaccoo      3  1950/07/14      let  \n",
       "8        735      taco      3  1920/04/22      you  \n",
       "9        875      taco      3  1923/03/12     down  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 10 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'{\"columns\": {\"id\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"hist\": [{\"lower\": 1.0, \"upper\": 1.28125, \"count\": 1}, {\"lower\": 1.28125, \"upper\": 1.5625, \"count\": 0}, {\"lower\": 1.5625, \"upper\": 1.84375, \"count\": 0}, {\"lower\": 1.84375, \"upper\": 2.125, \"count\": 1}, {\"lower\": 2.125, \"upper\": 2.40625, \"count\": 0}, {\"lower\": 2.40625, \"upper\": 2.6875, \"count\": 0}, {\"lower\": 2.6875, \"upper\": 2.96875, \"count\": 0}, {\"lower\": 2.96875, \"upper\": 3.25, \"count\": 1}, {\"lower\": 3.25, \"upper\": 3.53125, \"count\": 0}, {\"lower\": 3.53125, \"upper\": 3.8125, \"count\": 0}, {\"lower\": 3.8125, \"upper\": 4.09375, \"count\": 1}, {\"lower\": 4.09375, \"upper\": 4.375, \"count\": 0}, {\"lower\": 4.375, \"upper\": 4.65625, \"count\": 0}, {\"lower\": 4.65625, \"upper\": 4.9375, \"count\": 0}, {\"lower\": 4.9375, \"upper\": 5.21875, \"count\": 1}, {\"lower\": 5.21875, \"upper\": 5.5, \"count\": 0}, {\"lower\": 5.5, \"upper\": 5.78125, \"count\": 0}, {\"lower\": 5.78125, \"upper\": 6.0625, \"count\": 1}, {\"lower\": 6.0625, \"upper\": 6.34375, \"count\": 0}, {\"lower\": 6.34375, \"upper\": 6.625, \"count\": 0}, {\"lower\": 6.625, \"upper\": 6.90625, \"count\": 0}, {\"lower\": 6.90625, \"upper\": 7.1875, \"count\": 1}, {\"lower\": 7.1875, \"upper\": 7.46875, \"count\": 0}, {\"lower\": 7.46875, \"upper\": 7.75, \"count\": 0}, {\"lower\": 7.75, \"upper\": 8.03125, \"count\": 1}, {\"lower\": 8.03125, \"upper\": 8.3125, \"count\": 0}, {\"lower\": 8.3125, \"upper\": 8.59375, \"count\": 0}, {\"lower\": 8.59375, \"upper\": 8.875, \"count\": 0}, {\"lower\": 8.875, \"upper\": 9.15625, \"count\": 1}, {\"lower\": 9.15625, \"upper\": 9.4375, \"count\": 0}, {\"lower\": 9.4375, \"upper\": 9.71875, \"count\": 0}, {\"lower\": 9.71875, \"upper\": 10.0, \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"int32\", \"profiler_dtype\": \"int\"}, \"firstName\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"PAUL\", \"count\": 1}, {\"value\": \"NiELS\", \"count\": 1}, {\"value\": \"Luis\", \"count\": 1}, {\"value\": \"Johannes\", \"count\": 1}, {\"value\": \"JaMES\", \"count\": 1}, {\"value\": \"Galileo\", \"count\": 1}, {\"value\": \"David\", \"count\": 1}, {\"value\": \"CaRL\", \"count\": 1}, {\"value\": \"Andr\\\\u00e9\", \"count\": 1}, {\"value\": \"Albert\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"lastName\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"dirac$\", \"count\": 1}, {\"value\": \"M$$ax%%well\", \"count\": 1}, {\"value\": \"KEPLER\", \"count\": 1}, {\"value\": \"H$$$ilbert\", \"count\": 1}, {\"value\": \"Ga%%%uss\", \"count\": 1}, {\"value\": \"Einstein\", \"count\": 1}, {\"value\": \"B\\\\u00f6hr//((%%\", \"count\": 1}, {\"value\": \"Amp\\\\u00e8re\", \"count\": 1}, {\"value\": \"Alvarez$$%!\", \"count\": 1}, {\"value\": \"             GALiLEI\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"lastName1\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"PAULdirac$\", \"count\": 1}, {\"value\": \"NiELSB\\\\u00f6hr//((%%\", \"count\": 1}, {\"value\": \"LuisAlvarez$$%!\", \"count\": 1}, {\"value\": \"JohannesKEPLER\", \"count\": 1}, {\"value\": \"JaMESM$$ax%%well\", \"count\": 1}, {\"value\": \"Galileo             GALiLEI\", \"count\": 1}, {\"value\": \"DavidH$$$ilbert\", \"count\": 1}, {\"value\": \"CaRLGa%%%uss\", \"count\": 1}, {\"value\": \"Andr\\\\u00e9Amp\\\\u00e8re\", \"count\": 1}, {\"value\": \"AlbertEinstein\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"billingId\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"hist\": [{\"lower\": 123.0, \"upper\": 146.5, \"count\": 1}, {\"lower\": 146.5, \"upper\": 170.0, \"count\": 0}, {\"lower\": 170.0, \"upper\": 193.5, \"count\": 0}, {\"lower\": 193.5, \"upper\": 217.0, \"count\": 0}, {\"lower\": 217.0, \"upper\": 240.5, \"count\": 0}, {\"lower\": 240.5, \"upper\": 264.0, \"count\": 0}, {\"lower\": 264.0, \"upper\": 287.5, \"count\": 0}, {\"lower\": 287.5, \"upper\": 311.0, \"count\": 0}, {\"lower\": 311.0, \"upper\": 334.5, \"count\": 1}, {\"lower\": 334.5, \"upper\": 358.0, \"count\": 0}, {\"lower\": 358.0, \"upper\": 381.5, \"count\": 0}, {\"lower\": 381.5, \"upper\": 405.0, \"count\": 0}, {\"lower\": 405.0, \"upper\": 428.5, \"count\": 1}, {\"lower\": 428.5, \"upper\": 452.0, \"count\": 0}, {\"lower\": 452.0, \"upper\": 475.5, \"count\": 0}, {\"lower\": 475.5, \"upper\": 499.0, \"count\": 0}, {\"lower\": 499.0, \"upper\": 522.5, \"count\": 1}, {\"lower\": 522.5, \"upper\": 546.0, \"count\": 0}, {\"lower\": 546.0, \"upper\": 569.5, \"count\": 1}, {\"lower\": 569.5, \"upper\": 593.0, \"count\": 0}, {\"lower\": 593.0, \"upper\": 616.5, \"count\": 0}, {\"lower\": 616.5, \"upper\": 640.0, \"count\": 2}, {\"lower\": 640.0, \"upper\": 663.5, \"count\": 0}, {\"lower\": 663.5, \"upper\": 687.0, \"count\": 1}, {\"lower\": 687.0, \"upper\": 710.5, \"count\": 0}, {\"lower\": 710.5, \"upper\": 734.0, \"count\": 0}, {\"lower\": 734.0, \"upper\": 757.5, \"count\": 1}, {\"lower\": 757.5, \"upper\": 781.0, \"count\": 0}, {\"lower\": 781.0, \"upper\": 804.5, \"count\": 0}, {\"lower\": 804.5, \"upper\": 828.0, \"count\": 0}, {\"lower\": 828.0, \"upper\": 851.5, \"count\": 0}, {\"lower\": 851.5, \"upper\": 875.0, \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"int32\", \"profiler_dtype\": \"int\"}, \"product\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"taco\", \"count\": 3}, {\"value\": \"pizza\", \"count\": 3}, {\"value\": \"taaaccoo\", \"count\": 1}, {\"value\": \"piza\", \"count\": 1}, {\"value\": \"arepa\", \"count\": 1}, {\"value\": \"Cake\", \"count\": 1}], \"count_uniques\": 6}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}, \"price\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"hist\": [{\"lower\": 3.0, \"upper\": 3.21875, \"count\": 4}, {\"lower\": 3.21875, \"upper\": 3.4375, \"count\": 0}, {\"lower\": 3.4375, \"upper\": 3.65625, \"count\": 0}, {\"lower\": 3.65625, \"upper\": 3.875, \"count\": 0}, {\"lower\": 3.875, \"upper\": 4.09375, \"count\": 0}, {\"lower\": 4.09375, \"upper\": 4.3125, \"count\": 0}, {\"lower\": 4.3125, \"upper\": 4.53125, \"count\": 0}, {\"lower\": 4.53125, \"upper\": 4.75, \"count\": 0}, {\"lower\": 4.75, \"upper\": 4.96875, \"count\": 0}, {\"lower\": 4.96875, \"upper\": 5.1875, \"count\": 1}, {\"lower\": 5.1875, \"upper\": 5.40625, \"count\": 0}, {\"lower\": 5.40625, \"upper\": 5.625, \"count\": 0}, {\"lower\": 5.625, \"upper\": 5.84375, \"count\": 0}, {\"lower\": 5.84375, \"upper\": 6.0625, \"count\": 0}, {\"lower\": 6.0625, \"upper\": 6.28125, \"count\": 0}, {\"lower\": 6.28125, \"upper\": 6.5, \"count\": 0}, {\"lower\": 6.5, \"upper\": 6.71875, \"count\": 0}, {\"lower\": 6.71875, \"upper\": 6.9375, \"count\": 0}, {\"lower\": 6.9375, \"upper\": 7.15625, \"count\": 0}, {\"lower\": 7.15625, \"upper\": 7.375, \"count\": 0}, {\"lower\": 7.375, \"upper\": 7.59375, \"count\": 0}, {\"lower\": 7.59375, \"upper\": 7.8125, \"count\": 0}, {\"lower\": 7.8125, \"upper\": 8.03125, \"count\": 4}, {\"lower\": 8.03125, \"upper\": 8.25, \"count\": 0}, {\"lower\": 8.25, \"upper\": 8.46875, \"count\": 0}, {\"lower\": 8.46875, \"upper\": 8.6875, \"count\": 0}, {\"lower\": 8.6875, \"upper\": 8.90625, \"count\": 0}, {\"lower\": 8.90625, \"upper\": 9.125, \"count\": 0}, {\"lower\": 9.125, \"upper\": 9.34375, \"count\": 0}, {\"lower\": 9.34375, \"upper\": 9.5625, \"count\": 0}, {\"lower\": 9.5625, \"upper\": 9.78125, \"count\": 0}, {\"lower\": 9.78125, \"upper\": 10.0, \"count\": 1}], \"count_uniques\": 4}, \"dtype\": \"int32\", \"profiler_dtype\": \"int\"}, \"birth\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"1990/07/11\", \"count\": 1}, {\"value\": \"1990/07/09\", \"count\": 1}, {\"value\": \"1980/07/07\", \"count\": 1}, {\"value\": \"1970/07/13\", \"count\": 1}, {\"value\": \"1954/07/10\", \"count\": 1}, {\"value\": \"1950/07/14\", \"count\": 1}, {\"value\": \"1950/07/08\", \"count\": 1}, {\"value\": \"1930/08/12\", \"count\": 1}, {\"value\": \"1923/03/12\", \"count\": 1}, {\"value\": \"1920/04/22\", \"count\": 1}], \"count_uniques\": 10}, \"dtype\": \"object\", \"profiler_dtype\": \"date\"}, \"dummyCol\": {\"stats\": {\"mismatch\": 0, \"missing\": 0, \"match\": 10, \"frequency\": [{\"value\": \"you\", \"count\": 2}, {\"value\": \"never\", \"count\": 2}, {\"value\": \"gonna\", \"count\": 2}, {\"value\": \"up\", \"count\": 1}, {\"value\": \"let\", \"count\": 1}, {\"value\": \"give\", \"count\": 1}, {\"value\": \"down\", \"count\": 1}], \"count_uniques\": 7}, \"dtype\": \"object\", \"profiler_dtype\": \"string\"}}, \"name\": null, \"file_name\": \"foo.csv\", \"summary\": {\"cols_count\": 9, \"rows_count\": 10, \"size\": \"728 Bytes\", \"dtypes_list\": [\"int32\", \"object\"], \"total_count_dtypes\": 2, \"missing_count\": 0, \"p_missing\": 0.0}}'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(columns=\"*\", infer=True, output=\"json\", flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 10 rows / 9 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName1</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (int32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LuisAlvarez$$%!\">\n",
       "                \n",
       "                LuisAlvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AndréAmpère\">\n",
       "                \n",
       "                AndréAmpère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELSBöhr//((%%\">\n",
       "                \n",
       "                NiELSBöhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAULdirac$\">\n",
       "                \n",
       "                PAULdirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AlbertEinstein\">\n",
       "                \n",
       "                AlbertEinstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                Galileo&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRLGa%%%uss\">\n",
       "                \n",
       "                CaRLGa%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"DavidH$$$ilbert\">\n",
       "                \n",
       "                DavidH$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JohannesKEPLER\">\n",
       "                \n",
       "                JohannesKEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMESM$$ax%%well\">\n",
       "                \n",
       "                JaMESM$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 10 rows / 9 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 533,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df[[\"customer_id\", \"product\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 534,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        customer_id_x transactoin_date\n",
      "0  0f345kjh345oiuy345             hola\n"
     ]
    }
   ],
   "source": [
    "from dask import dataframe as dd\n",
    "import pandas as pd\n",
    "data = {\"customer_id_x\":[\"0f345kjh345oiuy345\"], \"transactoin_date\":[\"hola\"]}\n",
    "pdf = pd.DataFrame(data)\n",
    "print(pdf)\n",
    "df_right = dd.from_pandas(pdf, npartitions=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 535,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 6 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">customer_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">transactoin_date</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ticket_price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">discount</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">info</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy345\">\n",
       "                \n",
       "                0f345kjh345oiuy345\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/01/05\">\n",
       "                \n",
       "                2012/01/05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009/08/11\">\n",
       "                \n",
       "                2009/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r2\">\n",
       "                \n",
       "                0fue298y2r23r23r2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy346\">\n",
       "                \n",
       "                0f345kjh345oiuy346\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r3\">\n",
       "                \n",
       "                0fue298y2r23r23r3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy347\">\n",
       "                \n",
       "                0f345kjh345oiuy347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/08/11\">\n",
       "                \n",
       "                2011/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 6 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 536,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 100 elements requested, only 17 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 17 of 17 rows / 7 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
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       "                \n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">discount</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">customer_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
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       "                \n",
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       "        \n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">info</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
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       "        \n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">transactoin_date_right</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
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       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"hola\">\n",
       "                \n",
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       "                \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
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       "            <div style=\"min-height: 14px;\" title=\"2009/08/11\">\n",
       "                \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
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       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
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       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
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       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r2\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
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       "                29.99\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy346\">\n",
       "                \n",
       "                0f345kjh345oiuy346\n",
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       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
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       "                \n",
       "                5%\n",
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       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
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       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
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       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
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       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
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       "    \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
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       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
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       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r3\">\n",
       "                \n",
       "                0fue298y2r23r23r3\n",
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       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
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       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy347\">\n",
       "                \n",
       "                0f345kjh345oiuy347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/08/11\">\n",
       "                \n",
       "                2011/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015/08/09\">\n",
       "                \n",
       "                2015/08/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.91\">\n",
       "                \n",
       "                9.91\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r4\">\n",
       "                \n",
       "                0fue298y2r23r23r4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy348\">\n",
       "                \n",
       "                0f345kjh345oiuy348\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14.99\">\n",
       "                \n",
       "                14.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"deluxe\">\n",
       "                \n",
       "                deluxe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14.99\">\n",
       "                \n",
       "                14.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"deluxe\">\n",
       "                \n",
       "                deluxe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14.99\">\n",
       "                \n",
       "                14.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"deluxe\">\n",
       "                \n",
       "                deluxe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r5\">\n",
       "                \n",
       "                0fue298y2r23r23r5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14.99\">\n",
       "                \n",
       "                14.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"deluxe\">\n",
       "                \n",
       "                deluxe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy349\">\n",
       "                \n",
       "                0f345kjh345oiuy349\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 17 of 17 rows / 7 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.cols.join(df_right,how=\"left\", left_on=\"customer_id\", right_on=\"customer_id_x\").ext.display(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 537,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {\"customer_id\":[\"0f345kjh345oiuy345\"], \"transactoin_date\":[\"hola\"]}\n",
    "pdf = pd.DataFrame(data)\n",
    "# print(pdf)\n",
    "df_right = dd.from_pandas(pdf, npartitions=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 538,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transactoin_date_left</th>\n",
       "      <th>ticket_price</th>\n",
       "      <th>discount</th>\n",
       "      <th>product</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>info</th>\n",
       "      <th>transactoin_date_right</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>uint8</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: getitem, 14 tasks</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "              transactoin_date_left ticket_price discount product customer_id   info transactoin_date_right\n",
       "npartitions=1                                                                                              \n",
       "                             object       object   object  object      object  uint8                 object\n",
       "                                ...          ...      ...     ...         ...    ...                    ...\n",
       "Dask Name: getitem, 14 tasks"
      ]
     },
     "execution_count": 538,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.join(df_right,how=\"inner\", left_on=\"customer_id\", right_on=\"customer_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 530,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transactoin_date_left</th>\n",
       "      <th>ticket_price</th>\n",
       "      <th>discount</th>\n",
       "      <th>product</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>info</th>\n",
       "      <th>transactoin_date_right</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "      <td>0f345kjh345oiuy345</td>\n",
       "      <td>1</td>\n",
       "      <td>hola</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  transactoin_date_left ticket_price discount   product         customer_id  \\\n",
       "0            2010/08/19        29.99      NaN  platinum  0f345kjh345oiuy345   \n",
       "\n",
       "   info transactoin_date_right  \n",
       "0     1                   hola  "
      ]
     },
     "execution_count": 530,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 490,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['transactoin_date_left',\n",
       " 'ticket_price',\n",
       " 'discount',\n",
       " 'product',\n",
       " 'info',\n",
       " 'customer_id',\n",
       " 'customer_id',\n",
       " 'info',\n",
       " 'transactoin_date_right']"
      ]
     },
     "execution_count": 490,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# z = test_df.cols.count()\n",
    "# lz = test_df.cols.names()\n",
    "lz = test_df.cols.count()\n",
    "\n",
    "li =  df.cols.count()\n",
    "lj = df_right.cols.count()\n",
    "print(lz-lj)\n",
    "test_df.cols.names()[:li] + [\"customer_id\"]+test_df.cols.names()[lz-lj:lz]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['transactoin_date_left',\n",
       " 'ticket_price',\n",
       " 'discount',\n",
       " 'product',\n",
       " 'info',\n",
       " 'info',\n",
       " 'transactoin_date_right']"
      ]
     },
     "execution_count": 388,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'customer_id', 'transactoin_date', 'ticket_price', 'discount', 'product', 'info', 'A', 'B'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">customer_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">transactoin_date</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ticket_price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">discount</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">info</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy345\">\n",
       "                \n",
       "                0f345kjh345oiuy345\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/01/05\">\n",
       "                \n",
       "                2012/01/05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009/08/11\">\n",
       "                \n",
       "                2009/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r2\">\n",
       "                \n",
       "                0fue298y2r23r23r2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy346\">\n",
       "                \n",
       "                0f345kjh345oiuy346\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r3\">\n",
       "                \n",
       "                0fue298y2r23r23r3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy347\">\n",
       "                \n",
       "                0f345kjh345oiuy347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/08/11\">\n",
       "                \n",
       "                2011/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">customer_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">transactoin_date</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ticket_price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">discount</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">info</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy345\">\n",
       "                \n",
       "                0f345kjh345oiuy345\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/01/05\">\n",
       "                \n",
       "                2012/01/05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009/08/11\">\n",
       "                \n",
       "                2009/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r2\">\n",
       "                \n",
       "                0fue298y2r23r23r2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy346\">\n",
       "                \n",
       "                0f345kjh345oiuy346\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r3\">\n",
       "                \n",
       "                0fue298y2r23r23r3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy347\">\n",
       "                \n",
       "                0f345kjh345oiuy347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/08/11\">\n",
       "                \n",
       "                2011/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df.cols.replace(\"discount\", search=[\"%\"], replace_by=\"\", search_by=\"chars\", ignore_case=True, output_cols=\"discount\").ext.cache()\n",
    "df.ext.display()\n",
    "# pdf = df.compute()\n",
    "# print(\"AAAAA\",df.ext.profile(columns=\"*\", infer=True)[\"columns\"][\"discount\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nan <class 'float'>\n",
      "nan <class 'float'>\n",
      "nan <class 'float'>\n",
      "nan <class 'float'>\n",
      "nan <class 'float'>\n",
      "5 <class 'str'>\n",
      "nan <class 'float'>\n",
      "nan <class 'float'>\n",
      "nan <class 'float'>\n",
      "5 <class 'str'>\n",
      "5 <class 'str'>\n",
      "nan <class 'float'>\n",
      "nan <class 'float'>\n",
      "5 <class 'str'>\n",
      "nan <class 'float'>\n",
      "5 <class 'str'>\n",
      "nan <class 'float'>\n"
     ]
    }
   ],
   "source": [
    "for i in pdf[\"discount\"]:\n",
    "    print(i, type(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': None,\n",
       " 'transactoin_date': None,\n",
       " 'ticket_price': None,\n",
       " 'discount': None,\n",
       " 'product': None,\n",
       " 'info': None}"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">customer_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">transactoin_date</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ticket_price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">discount</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">info</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy345\">\n",
       "                \n",
       "                0f345kjh345oiuy345\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/01/05\">\n",
       "                \n",
       "                2012/01/05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009/08/11\">\n",
       "                \n",
       "                2009/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r2\">\n",
       "                \n",
       "                0fue298y2r23r23r2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy346\">\n",
       "                \n",
       "                0f345kjh345oiuy346\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r3\">\n",
       "                \n",
       "                0fue298y2r23r23r3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy347\">\n",
       "                \n",
       "                0f345kjh345oiuy347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/08/11\">\n",
       "                \n",
       "                2011/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BBBB {'discount': 'int'}\n",
      "result {'discount': {'mismatch': 0, 'missing': 12, 'match': 5, 'profiler_dtype': 'int'}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'discount': {'mismatch': 0,\n",
       "  'missing': 12,\n",
       "  'match': 5,\n",
       "  'profiler_dtype': 'int'}}"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_mismatch({\"discount\":\"int\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "'missing_columns' must be 'customer_id', 'transactoin_date', 'ticket_price', 'discount', 'product', 'info', received 'first_name'. ",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-95-345e5e4f3ed0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrequency\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"first_name\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcount_uniques\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mfrequency\u001b[1;34m(self, columns, n, percentage, total_rows, count_uniques, compute)\u001b[0m\n\u001b[0;32m    142\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    143\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 144\u001b[1;33m         \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    145\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    146\u001b[0m         \u001b[1;33m@\u001b[0m\u001b[0mdelayed\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mparse_columns\u001b[1;34m(df, cols_args, get_args, is_regex, filter_by_column_dtypes, accepts_missing_cols, invert)\u001b[0m\n\u001b[0;32m    196\u001b[0m     \u001b[1;31m# Check for missing columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    197\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0maccepts_missing_cols\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 198\u001b[1;33m         \u001b[0mcheck_for_missing_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    199\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    200\u001b[0m     \u001b[1;31m# Filter by column data type\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcheck_for_missing_columns\u001b[1;34m(df, col_names)\u001b[0m\n\u001b[0;32m    346\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    347\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 348\u001b[1;33m         \u001b[0mRaiseIt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_col_names\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    349\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    350\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\raiseit.py\u001b[0m in \u001b[0;36mvalue_error\u001b[1;34m(var, data_values, extra_text)\u001b[0m\n\u001b[0;32m     74\u001b[0m                                  type=divisor.join(map(\n\u001b[0;32m     75\u001b[0m                                      \u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"'\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"'\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 76\u001b[1;33m                                      data_values)), var_type=one_list_to_val(var), extra_text=extra_text))\n\u001b[0m\u001b[0;32m     77\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     78\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: 'missing_columns' must be 'customer_id', 'transactoin_date', 'ticket_price', 'discount', 'product', 'info', received 'first_name'. "
     ]
    }
   ],
   "source": [
    "df.cols.frequency(\"first_name\", count_uniques = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.57 ms ± 328 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit df.ext.profile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': {'count_uniques': 1}}"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_uniques(\"customer_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': None,\n",
       " 'first_name': None,\n",
       " 'last_name': None,\n",
       " 'current_credit_card': None,\n",
       " 'address_zip': None,\n",
       " 'email': None,\n",
       " 'address_street_number': None,\n",
       " 'address_city': None,\n",
       " 'address_state': None,\n",
       " 'adress_zip': None,\n",
       " 'phone_number': None,\n",
       " 'start_date': None,\n",
       " 'end_date': None,\n",
       " 'transaction_date': None,\n",
       " 'ticket_price': None,\n",
       " 'discount': None,\n",
       " 'discounted_ticket_price': None}"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\numpy\\lib\\histograms.py:433: RuntimeWarning: invalid value encountered in greater\n",
      "  if np.any(bin_edges[:-1] > bin_edges[1:]):\n",
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 9 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result {'customer_id': {'mismatch': 0, 'missing': 9, 'match': 0, 'profiler_dtype': 'object'}, 'first_name': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'last_name': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'current_credit_card': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'address_zip': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'email': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'email'}, 'address_street_number': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'address_city': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'address_state': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'adress_zip': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'phone_number': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'start_date': {'mismatch': 9, 'missing': 0, 'match': 0, 'profiler_dtype': 'date'}, 'end_date': {'mismatch': 3, 'missing': 6, 'match': 0, 'profiler_dtype': 'date'}, 'transaction_date': {'mismatch': 9, 'missing': 0, 'match': 0, 'profiler_dtype': 'date'}, 'ticket_price': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'decimal'}, 'discount': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'decimal'}, 'discounted_ticket_price': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'decimal'}}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\numpy\\lib\\histograms.py:433: RuntimeWarning: invalid value encountered in greater\n",
      "  if np.any(bin_edges[:-1] > bin_edges[1:]):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'customer_id': {'stats': {'mismatch': 0,\n",
       "    'missing': 9,\n",
       "    'match': 0,\n",
       "    'hist': [{'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 0},\n",
       "     {'lower': nan, 'upper': nan, 'count': 9}],\n",
       "    'count_uniques': 0},\n",
       "   'dtype': 'float64',\n",
       "   'profiler_dtype': 'object'},\n",
       "  'first_name': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'frequency': [{'value': 'LAUREY', 'count': 3},\n",
       "     {'value': 'GARRIE', 'count': 3},\n",
       "     {'value': 'ERIN', 'count': 2},\n",
       "     {'value': 'DEVINDER', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'last_name': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'frequency': [{'value': 'MULANAX', 'count': 3},\n",
       "     {'value': 'DZVONIK', 'count': 3},\n",
       "     {'value': 'BIFFAR', 'count': 3}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'current_credit_card': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'hist': [{'lower': 4189789432146548.0,\n",
       "      'upper': 4189789432146548.0,\n",
       "      'count': 0},\n",
       "     {'lower': 4189789432146548.0, 'upper': 4189789432146548.5, 'count': 1},\n",
       "     {'lower': 4189789432146548.5, 'upper': 4189789432146549.0, 'count': 0},\n",
       "     {'lower': 4189789432146549.0, 'upper': 4189789432146549.0, 'count': 0},\n",
       "     {'lower': 4189789432146549.0, 'upper': 4189789432146549.0, 'count': 0},\n",
       "     {'lower': 4189789432146549.0, 'upper': 4189789432146549.5, 'count': 1},\n",
       "     {'lower': 4189789432146549.5, 'upper': 4189789432146550.0, 'count': 0},\n",
       "     {'lower': 4189789432146550.0, 'upper': 4189789432146550.0, 'count': 0},\n",
       "     {'lower': 4189789432146550.0, 'upper': 4189789432146550.0, 'count': 0},\n",
       "     {'lower': 4189789432146550.0, 'upper': 4189789432146550.5, 'count': 1},\n",
       "     {'lower': 4189789432146550.5, 'upper': 4189789432146551.0, 'count': 0},\n",
       "     {'lower': 4189789432146551.0, 'upper': 4189789432146551.0, 'count': 0},\n",
       "     {'lower': 4189789432146551.0, 'upper': 4189789432146551.0, 'count': 0},\n",
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       "     {'lower': 4189789432146555.0, 'upper': 4189789432146555.5, 'count': 1},\n",
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       "     {'lower': 4189789432146556.0, 'upper': 4189789432146556.0, 'count': 1}],\n",
       "    'count_uniques': 9},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'address_zip': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
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       "    'hist': [{'lower': 7731.0, 'upper': 10544.28125, 'count': 3},\n",
       "     {'lower': 10544.28125, 'upper': 13357.5625, 'count': 0},\n",
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       "     {'lower': 27423.96875, 'upper': 30237.25, 'count': 0},\n",
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       "     {'lower': 38677.09375, 'upper': 41490.375, 'count': 0},\n",
       "     {'lower': 41490.375, 'upper': 44303.65625, 'count': 0},\n",
       "     {'lower': 44303.65625, 'upper': 47116.9375, 'count': 0},\n",
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       "     {'lower': 92129.4375, 'upper': 94942.71875, 'count': 3},\n",
       "     {'lower': 94942.71875, 'upper': 97756.0, 'count': 3}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'email': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'frequency': [{'value': 'mulanax60@yahoo.com', 'count': 3},\n",
       "     {'value': 'laurey.biffar@mac.com', 'count': 3},\n",
       "     {'value': 'dzvonik30@att.net', 'count': 3}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'email'},\n",
       "  'address_street_number': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'frequency': [{'value': '9195 George Street', 'count': 3},\n",
       "     {'value': '444 Bank Street', 'count': 3},\n",
       "     {'value': '882 Park Place', 'count': 2},\n",
       "     {'value': '3278 7th AVE', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'address_city': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'frequency': [{'value': 'Elk Frove', 'count': 3},\n",
       "     {'value': 'Cleveland', 'count': 3},\n",
       "     {'value': 'Santa Ana', 'count': 2},\n",
       "     {'value': 'Howell', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'address_state': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'frequency': [{'value': 'CA', 'count': 5},\n",
       "     {'value': 'OH', 'count': 3},\n",
       "     {'value': 'NJ', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'adress_zip': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'hist': [{'lower': 7731.0, 'upper': 10544.28125, 'count': 3},\n",
       "     {'lower': 10544.28125, 'upper': 13357.5625, 'count': 0},\n",
       "     {'lower': 13357.5625, 'upper': 16170.84375, 'count': 0},\n",
       "     {'lower': 16170.84375, 'upper': 18984.125, 'count': 0},\n",
       "     {'lower': 18984.125, 'upper': 21797.40625, 'count': 0},\n",
       "     {'lower': 21797.40625, 'upper': 24610.6875, 'count': 0},\n",
       "     {'lower': 24610.6875, 'upper': 27423.96875, 'count': 0},\n",
       "     {'lower': 27423.96875, 'upper': 30237.25, 'count': 0},\n",
       "     {'lower': 30237.25, 'upper': 33050.53125, 'count': 0},\n",
       "     {'lower': 33050.53125, 'upper': 35863.8125, 'count': 0},\n",
       "     {'lower': 35863.8125, 'upper': 38677.09375, 'count': 0},\n",
       "     {'lower': 38677.09375, 'upper': 41490.375, 'count': 0},\n",
       "     {'lower': 41490.375, 'upper': 44303.65625, 'count': 0},\n",
       "     {'lower': 44303.65625, 'upper': 47116.9375, 'count': 0},\n",
       "     {'lower': 47116.9375, 'upper': 49930.21875, 'count': 0},\n",
       "     {'lower': 49930.21875, 'upper': 52743.5, 'count': 0},\n",
       "     {'lower': 52743.5, 'upper': 55556.78125, 'count': 0},\n",
       "     {'lower': 55556.78125, 'upper': 58370.0625, 'count': 0},\n",
       "     {'lower': 58370.0625, 'upper': 61183.34375, 'count': 0},\n",
       "     {'lower': 61183.34375, 'upper': 63996.625, 'count': 0},\n",
       "     {'lower': 63996.625, 'upper': 66809.90625, 'count': 0},\n",
       "     {'lower': 66809.90625, 'upper': 69623.1875, 'count': 0},\n",
       "     {'lower': 69623.1875, 'upper': 72436.46875, 'count': 0},\n",
       "     {'lower': 72436.46875, 'upper': 75249.75, 'count': 0},\n",
       "     {'lower': 75249.75, 'upper': 78063.03125, 'count': 0},\n",
       "     {'lower': 78063.03125, 'upper': 80876.3125, 'count': 0},\n",
       "     {'lower': 80876.3125, 'upper': 83689.59375, 'count': 0},\n",
       "     {'lower': 83689.59375, 'upper': 86502.875, 'count': 0},\n",
       "     {'lower': 86502.875, 'upper': 89316.15625, 'count': 0},\n",
       "     {'lower': 89316.15625, 'upper': 92129.4375, 'count': 0},\n",
       "     {'lower': 92129.4375, 'upper': 94942.71875, 'count': 3},\n",
       "     {'lower': 94942.71875, 'upper': 97756.0, 'count': 3}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'phone_number': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'frequency': [{'value': '(732)353-4861', 'count': 3},\n",
       "     {'value': '(714) 633-4198', 'count': 3},\n",
       "     {'value': '(541) 727-8215', 'count': 3}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'start_date': {'stats': {'mismatch': 9,\n",
       "    'missing': 0,\n",
       "    'match': 0,\n",
       "    'frequency': [{'value': '2014/12/26', 'count': 3},\n",
       "     {'value': '2012/09/03', 'count': 3},\n",
       "     {'value': '2010/01/02', 'count': 3}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'datetime64[ns]',\n",
       "   'profiler_dtype': 'date'},\n",
       "  'end_date': {'stats': {'mismatch': 3,\n",
       "    'missing': 6,\n",
       "    'match': 0,\n",
       "    'frequency': [{'value': '2013/09/08', 'count': 3}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'datetime64[ns]',\n",
       "   'profiler_dtype': 'date'},\n",
       "  'transaction_date': {'stats': {'mismatch': 9,\n",
       "    'missing': 0,\n",
       "    'match': 0,\n",
       "    'frequency': [{'value': '2015/07/06', 'count': 2},\n",
       "     {'value': '2013/12/09', 'count': 2},\n",
       "     {'value': '2012/09/03', 'count': 2},\n",
       "     {'value': '2015/08/05', 'count': 1},\n",
       "     {'value': '2014/01/08', 'count': 1},\n",
       "     {'value': '2012/10/03', 'count': 1}],\n",
       "    'count_uniques': 6},\n",
       "   'dtype': 'datetime64[ns]',\n",
       "   'profiler_dtype': 'date'},\n",
       "  'ticket_price': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'hist': [{'lower': 0.01, 'upper': 0.415625, 'count': 3},\n",
       "     {'lower': 0.415625, 'upper': 0.82125, 'count': 0},\n",
       "     {'lower': 0.82125, 'upper': 1.226875, 'count': 0},\n",
       "     {'lower': 1.226875, 'upper': 1.6325, 'count': 0},\n",
       "     {'lower': 1.6325, 'upper': 2.038125, 'count': 0},\n",
       "     {'lower': 2.038125, 'upper': 2.4437499999999996, 'count': 0},\n",
       "     {'lower': 2.4437499999999996, 'upper': 2.8493749999999998, 'count': 0},\n",
       "     {'lower': 2.8493749999999998, 'upper': 3.255, 'count': 0},\n",
       "     {'lower': 3.255, 'upper': 3.660625, 'count': 0},\n",
       "     {'lower': 3.660625, 'upper': 4.06625, 'count': 0},\n",
       "     {'lower': 4.06625, 'upper': 4.471875, 'count': 0},\n",
       "     {'lower': 4.471875, 'upper': 4.8774999999999995, 'count': 0},\n",
       "     {'lower': 4.8774999999999995, 'upper': 5.283125, 'count': 0},\n",
       "     {'lower': 5.283125, 'upper': 5.68875, 'count': 0},\n",
       "     {'lower': 5.68875, 'upper': 6.094375, 'count': 0},\n",
       "     {'lower': 6.094375, 'upper': 6.5, 'count': 0},\n",
       "     {'lower': 6.5, 'upper': 6.905625, 'count': 0},\n",
       "     {'lower': 6.905625, 'upper': 7.31125, 'count': 0},\n",
       "     {'lower': 7.31125, 'upper': 7.716875, 'count': 0},\n",
       "     {'lower': 7.716875, 'upper': 8.1225, 'count': 0},\n",
       "     {'lower': 8.1225, 'upper': 8.528125, 'count': 0},\n",
       "     {'lower': 8.528125, 'upper': 8.93375, 'count': 0},\n",
       "     {'lower': 8.93375, 'upper': 9.339375, 'count': 0},\n",
       "     {'lower': 9.339375, 'upper': 9.745, 'count': 0},\n",
       "     {'lower': 9.745, 'upper': 10.150625, 'count': 2},\n",
       "     {'lower': 10.150625, 'upper': 10.55625, 'count': 0},\n",
       "     {'lower': 10.55625, 'upper': 10.961875000000001, 'count': 0},\n",
       "     {'lower': 10.961875000000001, 'upper': 11.3675, 'count': 0},\n",
       "     {'lower': 11.3675, 'upper': 11.773125, 'count': 0},\n",
       "     {'lower': 11.773125, 'upper': 12.17875, 'count': 0},\n",
       "     {'lower': 12.17875, 'upper': 12.584375, 'count': 0},\n",
       "     {'lower': 12.584375, 'upper': 12.99, 'count': 4}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'float64',\n",
       "   'profiler_dtype': 'decimal'},\n",
       "  'discount': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'hist': [{'lower': 0.0, 'upper': 0.003125, 'count': 8},\n",
       "     {'lower': 0.003125, 'upper': 0.00625, 'count': 0},\n",
       "     {'lower': 0.00625, 'upper': 0.009375000000000001, 'count': 0},\n",
       "     {'lower': 0.009375000000000001, 'upper': 0.0125, 'count': 0},\n",
       "     {'lower': 0.0125, 'upper': 0.015625, 'count': 0},\n",
       "     {'lower': 0.015625, 'upper': 0.018750000000000003, 'count': 0},\n",
       "     {'lower': 0.018750000000000003,\n",
       "      'upper': 0.021875000000000002,\n",
       "      'count': 0},\n",
       "     {'lower': 0.021875000000000002, 'upper': 0.025, 'count': 0},\n",
       "     {'lower': 0.025, 'upper': 0.028125, 'count': 0},\n",
       "     {'lower': 0.028125, 'upper': 0.03125, 'count': 0},\n",
       "     {'lower': 0.03125, 'upper': 0.034375, 'count': 0},\n",
       "     {'lower': 0.034375, 'upper': 0.037500000000000006, 'count': 0},\n",
       "     {'lower': 0.037500000000000006, 'upper': 0.040625, 'count': 0},\n",
       "     {'lower': 0.040625, 'upper': 0.043750000000000004, 'count': 0},\n",
       "     {'lower': 0.043750000000000004, 'upper': 0.046875, 'count': 0},\n",
       "     {'lower': 0.046875, 'upper': 0.05, 'count': 0},\n",
       "     {'lower': 0.05, 'upper': 0.053125000000000006, 'count': 0},\n",
       "     {'lower': 0.053125000000000006, 'upper': 0.05625, 'count': 0},\n",
       "     {'lower': 0.05625, 'upper': 0.059375000000000004, 'count': 0},\n",
       "     {'lower': 0.059375000000000004, 'upper': 0.0625, 'count': 0},\n",
       "     {'lower': 0.0625, 'upper': 0.065625, 'count': 0},\n",
       "     {'lower': 0.065625, 'upper': 0.06875, 'count': 0},\n",
       "     {'lower': 0.06875, 'upper': 0.07187500000000001, 'count': 0},\n",
       "     {'lower': 0.07187500000000001, 'upper': 0.07500000000000001, 'count': 0},\n",
       "     {'lower': 0.07500000000000001, 'upper': 0.078125, 'count': 0},\n",
       "     {'lower': 0.078125, 'upper': 0.08125, 'count': 0},\n",
       "     {'lower': 0.08125, 'upper': 0.084375, 'count': 0},\n",
       "     {'lower': 0.084375, 'upper': 0.08750000000000001, 'count': 0},\n",
       "     {'lower': 0.08750000000000001, 'upper': 0.09062500000000001, 'count': 0},\n",
       "     {'lower': 0.09062500000000001, 'upper': 0.09375, 'count': 0},\n",
       "     {'lower': 0.09375, 'upper': 0.096875, 'count': 0},\n",
       "     {'lower': 0.096875, 'upper': 0.1, 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'float64',\n",
       "   'profiler_dtype': 'decimal'},\n",
       "  'discounted_ticket_price': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 9,\n",
       "    'hist': [{'lower': 0.01, 'upper': 0.415625, 'count': 3},\n",
       "     {'lower': 0.415625, 'upper': 0.82125, 'count': 0},\n",
       "     {'lower': 0.82125, 'upper': 1.226875, 'count': 0},\n",
       "     {'lower': 1.226875, 'upper': 1.6325, 'count': 0},\n",
       "     {'lower': 1.6325, 'upper': 2.038125, 'count': 0},\n",
       "     {'lower': 2.038125, 'upper': 2.4437499999999996, 'count': 0},\n",
       "     {'lower': 2.4437499999999996, 'upper': 2.8493749999999998, 'count': 0},\n",
       "     {'lower': 2.8493749999999998, 'upper': 3.255, 'count': 0},\n",
       "     {'lower': 3.255, 'upper': 3.660625, 'count': 0},\n",
       "     {'lower': 3.660625, 'upper': 4.06625, 'count': 0},\n",
       "     {'lower': 4.06625, 'upper': 4.471875, 'count': 0},\n",
       "     {'lower': 4.471875, 'upper': 4.8774999999999995, 'count': 0},\n",
       "     {'lower': 4.8774999999999995, 'upper': 5.283125, 'count': 0},\n",
       "     {'lower': 5.283125, 'upper': 5.68875, 'count': 0},\n",
       "     {'lower': 5.68875, 'upper': 6.094375, 'count': 0},\n",
       "     {'lower': 6.094375, 'upper': 6.5, 'count': 0},\n",
       "     {'lower': 6.5, 'upper': 6.905625, 'count': 0},\n",
       "     {'lower': 6.905625, 'upper': 7.31125, 'count': 0},\n",
       "     {'lower': 7.31125, 'upper': 7.716875, 'count': 0},\n",
       "     {'lower': 7.716875, 'upper': 8.1225, 'count': 0},\n",
       "     {'lower': 8.1225, 'upper': 8.528125, 'count': 0},\n",
       "     {'lower': 8.528125, 'upper': 8.93375, 'count': 0},\n",
       "     {'lower': 8.93375, 'upper': 9.339375, 'count': 0},\n",
       "     {'lower': 9.339375, 'upper': 9.745, 'count': 0},\n",
       "     {'lower': 9.745, 'upper': 10.150625, 'count': 2},\n",
       "     {'lower': 10.150625, 'upper': 10.55625, 'count': 0},\n",
       "     {'lower': 10.55625, 'upper': 10.961875000000001, 'count': 0},\n",
       "     {'lower': 10.961875000000001, 'upper': 11.3675, 'count': 0},\n",
       "     {'lower': 11.3675, 'upper': 11.773125, 'count': 1},\n",
       "     {'lower': 11.773125, 'upper': 12.17875, 'count': 0},\n",
       "     {'lower': 12.17875, 'upper': 12.584375, 'count': 0},\n",
       "     {'lower': 12.584375, 'upper': 12.99, 'count': 3}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'float64',\n",
       "   'profiler_dtype': 'decimal'}},\n",
       " 'name': None,\n",
       " 'file_name': 'datasetFile-1590006020188.csv',\n",
       " 'summary': {'cols_count': 17,\n",
       "  'rows_count': 9,\n",
       "  'size': '1.4 kB',\n",
       "  'dtypes_list': ['datetime64[ns]', 'object', 'float64'],\n",
       "  'total_count_dtypes': 3,\n",
       "  'missing_count': 15,\n",
       "  'p_missing': 166.67}}"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for col_name in df.cols.names():\n",
    "#     print(col_name)\n",
    "df.ext.profile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'customer_id': {'mismatch': 0, 'missing': 9, 'match': 0, 'profiler_dtype': 'object'}, 'first_name': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'last_name': {'mismatch': 0, 'missing': 0, 'match': 9, 'profiler_dtype': 'string'}, 'current_credit_card': {'mismatch': 9, 'missing': 0, 'match': 0, 'profiler_dtype': 'credit_card_number'}}\n"
     ]
    }
   ],
   "source": [
    "a = ({'customer_id': 'object', 'first_name': 'string', 'last_name': 'string', 'current_credit_card': 'credit_card_number', \n",
    "      \n",
    "      })\n",
    "mismatch = df.cols.count_mismatch(a, infer=True)\n",
    "print(mismatch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.cast(\"email\", object).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': None,\n",
       " 'transactoin_date': None,\n",
       " 'ticket_price': None,\n",
       " 'discount': None,\n",
       " 'product': None}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 17 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'customer_id': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 17,\n",
       "    'frequency': [{'value': '0fju234978rfjkhsdf', 'count': 4},\n",
       "     {'value': '0f34ruiy23e78y2r', 'count': 4},\n",
       "     {'value': '0fue298y2r23r23r5', 'count': 1},\n",
       "     {'value': '0fue298y2r23r23r4', 'count': 1},\n",
       "     {'value': '0fue298y2r23r23r3', 'count': 1},\n",
       "     {'value': '0fue298y2r23r23r2', 'count': 1},\n",
       "     {'value': '0f345kjh345oiuy349', 'count': 1},\n",
       "     {'value': '0f345kjh345oiuy348', 'count': 1},\n",
       "     {'value': '0f345kjh345oiuy347', 'count': 1},\n",
       "     {'value': '0f345kjh345oiuy346', 'count': 1},\n",
       "     {'value': '0f345kjh345oiuy345', 'count': 1}],\n",
       "    'count_uniques': 11},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'transactoin_date': {'stats': {'mismatch': 0,\n",
       "    'missing': 6,\n",
       "    'match': 11,\n",
       "    'frequency': [{'value': '2010/08/19', 'count': 7},\n",
       "     {'value': '2015/08/09', 'count': 1},\n",
       "     {'value': '2012/01/05', 'count': 1},\n",
       "     {'value': '2011/08/11', 'count': 1},\n",
       "     {'value': '2009/08/11', 'count': 1}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'date'},\n",
       "  'ticket_price': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 17,\n",
       "    'frequency': [{'value': 9.99, 'count': 7},\n",
       "     {'value': 29.99, 'count': 5},\n",
       "     {'value': 14.99, 'count': 4},\n",
       "     {'value': 9.91, 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'decimal'},\n",
       "  'discount': {'stats': {'mismatch': 0,\n",
       "    'missing': 12,\n",
       "    'match': 5,\n",
       "    'frequency': [{'value': '5%', 'count': 5}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'product': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 17,\n",
       "    'frequency': [{'value': 'basic', 'count': 8},\n",
       "     {'value': 'platinum', 'count': 5},\n",
       "     {'value': 'deluxe', 'count': 4}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'string'}},\n",
       " 'name': None,\n",
       " 'file_name': 'datasetFile-1589815911139.csv',\n",
       " 'summary': {'cols_count': 5,\n",
       "  'rows_count': 17,\n",
       "  'size': '808 Bytes',\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 18,\n",
       "  'p_missing': 105.88}}"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(columns=\"*\", infer=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': 'string',\n",
       " 'transactoin_date': 'date',\n",
       " 'ticket_price': 'decimal',\n",
       " 'discount': 'string',\n",
       " 'product': 'string'}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 17 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n",
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 17 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">customer_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">transactoin_date</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ticket_price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">discount</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy345\">\n",
       "                \n",
       "                0f345kjh345oiuy345\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/01/05\">\n",
       "                \n",
       "                2012/01/05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009/08/11\">\n",
       "                \n",
       "                2009/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r2\">\n",
       "                \n",
       "                0fue298y2r23r23r2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy346\">\n",
       "                \n",
       "                0f345kjh345oiuy346\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29.99\">\n",
       "                \n",
       "                29.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r3\">\n",
       "                \n",
       "                0fue298y2r23r23r3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy347\">\n",
       "                \n",
       "                0f345kjh345oiuy347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/08/11\">\n",
       "                \n",
       "                2011/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.99\">\n",
       "                \n",
       "                9.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_output = df.ext.profile(columns=\"*\", infer=True, output=\"json\")\n",
    "df.ext.set_buffer(\"*\")\n",
    "df = df.cols.replace(\"discount\", search=[\"%\"], replace_by=\"\", search_by=\"chars\", ignore_case=True, output_cols=\"discount\").ext.cache()\n",
    "\n",
    "_output = df.ext.profile(columns=\"*\",  output=\"json\")\n",
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': 'string',\n",
       " 'transactoin_date': 'date',\n",
       " 'ticket_price': 'decimal',\n",
       " 'discount': 'int',\n",
       " 'product': 'string'}"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'int'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'int'>\n",
      "<class 'int'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'int'>\n",
      "<class 'float'>\n",
      "<class 'int'>\n",
      "<class 'float'>\n"
     ]
    }
   ],
   "source": [
    "pdf= df.compute()\n",
    "for i in pdf[\"discount\"]:\n",
    "    print(type(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ASDASDF\n",
      "AAA {'discount': 'int'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 17 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'stats': {'mismatch': 0,\n",
       "  'missing': 0,\n",
       "  'match': 17,\n",
       "  'frequency': [{'value': 0, 'count': 12}, {'value': 5, 'count': 5}],\n",
       "  'count_uniques': 2},\n",
       " 'dtype': 'object',\n",
       " 'profiler_dtype': 'int'}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# df.ext.set_buffer(\"*\")\n",
    "\n",
    "# df = df.cols.set( value=\"0\", where='df[\"discount\"].isnull()', output_cols=[\"discount\"] ).ext.cache()\n",
    "# _output = df.ext.profile(columns=\"*\", infer=True, output=\"json\")\n",
    "\n",
    "# df.ext.set_buffer(\"*\")\n",
    "\n",
    "df = df.cols.set(value='0', where='df[\"discount\"].isnull()', output_cols=\"discount\").ext.cache()\n",
    "df.ext.profile(columns=\"*\", infer=True)[\"columns\"][\"discount\"]\n",
    "# df.ext.set_buffer(\"*\") # error \n",
    "# print(df.ext.buffer_window(\"*\", 0, 17).ext.to_json(\"*\")) # error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 17 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "df.ext.set_buffer(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "profile_preview = df.ext.buffer_window(\"*\", 0, 17).cols.set(value='mask[\"discount\"]*mask[\"ticket_price\"]', where='df[\"discount\"]!=None', output_cols=\"new column\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>transactoin_date</th>\n",
       "      <th>ticket_price</th>\n",
       "      <th>discount</th>\n",
       "      <th>product</th>\n",
       "      <th>new column</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0f345kjh345oiuy345</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2012/01/05</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2009/08/11</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0fue298y2r23r23r2</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0f345kjh345oiuy346</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5</td>\n",
       "      <td>basic</td>\n",
       "      <td>9.999.999.999.999.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0fue298y2r23r23r3</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0f345kjh345oiuy347</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2011/08/11</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5</td>\n",
       "      <td>basic</td>\n",
       "      <td>9.999.999.999.999.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2015/08/09</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5</td>\n",
       "      <td>basic</td>\n",
       "      <td>9.999.999.999.999.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0fue298y2r23r23r4</td>\n",
       "      <td>None</td>\n",
       "      <td>9.91</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0f345kjh345oiuy348</td>\n",
       "      <td>None</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>5</td>\n",
       "      <td>deluxe</td>\n",
       "      <td>14.9914.9914.9914.9914.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>0</td>\n",
       "      <td>deluxe</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0fue298y2r23r23r5</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>5</td>\n",
       "      <td>deluxe</td>\n",
       "      <td>14.9914.9914.9914.9914.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0f345kjh345oiuy349</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>0</td>\n",
       "      <td>deluxe</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           customer_id transactoin_date ticket_price discount   product  \\\n",
       "0   0f345kjh345oiuy345       2010/08/19        29.99        0  platinum   \n",
       "1   0fju234978rfjkhsdf       2012/01/05        29.99        0  platinum   \n",
       "2     0f34ruiy23e78y2r       2009/08/11        29.99        0  platinum   \n",
       "3    0fue298y2r23r23r2       2010/08/19        29.99        0  platinum   \n",
       "4   0f345kjh345oiuy346       2010/08/19        29.99        0  platinum   \n",
       "5   0fju234978rfjkhsdf       2010/08/19         9.99        5     basic   \n",
       "6     0f34ruiy23e78y2r       2010/08/19         9.99        0     basic   \n",
       "7    0fue298y2r23r23r3       2010/08/19         9.99        0     basic   \n",
       "8   0f345kjh345oiuy347       2010/08/19         9.99        0     basic   \n",
       "9   0fju234978rfjkhsdf       2011/08/11         9.99        5     basic   \n",
       "10    0f34ruiy23e78y2r       2015/08/09         9.99        5     basic   \n",
       "11   0fue298y2r23r23r4             None         9.91        0     basic   \n",
       "12  0f345kjh345oiuy348             None         9.99        0     basic   \n",
       "13  0fju234978rfjkhsdf             None        14.99        5    deluxe   \n",
       "14    0f34ruiy23e78y2r             None        14.99        0    deluxe   \n",
       "15   0fue298y2r23r23r5             None        14.99        5    deluxe   \n",
       "16  0f345kjh345oiuy349             None        14.99        0    deluxe   \n",
       "\n",
       "                   new column  \n",
       "0                              \n",
       "1                              \n",
       "2                              \n",
       "3                              \n",
       "4                              \n",
       "5        9.999.999.999.999.99  \n",
       "6                              \n",
       "7                              \n",
       "8                              \n",
       "9        9.999.999.999.999.99  \n",
       "10       9.999.999.999.999.99  \n",
       "11                             \n",
       "12                             \n",
       "13  14.9914.9914.9914.9914.99  \n",
       "14                             \n",
       "15  14.9914.9914.9914.9914.99  \n",
       "16                             "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profile_preview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'stats': {'match': 17,\n",
       "  'missing': 0,\n",
       "  'mismatch': 0,\n",
       "  'frequency': [{'value': 0, 'count': 12}, {'value': 5, 'count': 5}],\n",
       "  'count_uniques': 2},\n",
       " 'dtype': 'object'}"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profile_preview.ext.profile(\"*\")[\"columns\"][\"discount\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "'missing_columns' must be 'customer_id', 'transactoin_date', 'ticket_price', 'discount', 'product', received 'new_discount'. ",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-58-d54f9991d335>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofiler_dtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"new_discount\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mprofiler_dtypes\u001b[1;34m(self, columns)\u001b[0m\n\u001b[0;32m   1040\u001b[0m         \"\"\"\n\u001b[0;32m   1041\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1042\u001b[1;33m         \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1043\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1044\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mcol_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mparse_columns\u001b[1;34m(df, cols_args, get_args, is_regex, filter_by_column_dtypes, accepts_missing_cols, invert)\u001b[0m\n\u001b[0;32m    196\u001b[0m     \u001b[1;31m# Check for missing columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    197\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0maccepts_missing_cols\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 198\u001b[1;33m         \u001b[0mcheck_for_missing_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    199\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    200\u001b[0m     \u001b[1;31m# Filter by column data type\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcheck_for_missing_columns\u001b[1;34m(df, col_names)\u001b[0m\n\u001b[0;32m    346\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    347\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 348\u001b[1;33m         \u001b[0mRaiseIt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmissing_columns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_col_names\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    349\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    350\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\raiseit.py\u001b[0m in \u001b[0;36mvalue_error\u001b[1;34m(var, data_values, extra_text)\u001b[0m\n\u001b[0;32m     74\u001b[0m                                  type=divisor.join(map(\n\u001b[0;32m     75\u001b[0m                                      \u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"'\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"'\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 76\u001b[1;33m                                      data_values)), var_type=one_list_to_val(var), extra_text=extra_text))\n\u001b[0m\u001b[0;32m     77\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     78\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: 'missing_columns' must be 'customer_id', 'transactoin_date', 'ticket_price', 'discount', 'product', received 'new_discount'. "
     ]
    }
   ],
   "source": [
    "df.cols.profiler_dtypes(\"new_discount\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>transactoin_date</th>\n",
       "      <th>ticket_price</th>\n",
       "      <th>discount</th>\n",
       "      <th>product</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0f345kjh345oiuy345</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2012/01/05</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2009/08/11</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0fue298y2r23r23r2</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0f345kjh345oiuy346</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>0</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0fue298y2r23r23r3</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0f345kjh345oiuy347</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2011/08/11</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2015/08/09</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0fue298y2r23r23r4</td>\n",
       "      <td>None</td>\n",
       "      <td>9.91</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0f345kjh345oiuy348</td>\n",
       "      <td>None</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>5</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>0</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0fue298y2r23r23r5</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>5</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0f345kjh345oiuy349</td>\n",
       "      <td>None</td>\n",
       "      <td>14.99</td>\n",
       "      <td>0</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           customer_id transactoin_date ticket_price discount   product\n",
       "0   0f345kjh345oiuy345       2010/08/19        29.99        0  platinum\n",
       "1   0fju234978rfjkhsdf       2012/01/05        29.99        0  platinum\n",
       "2     0f34ruiy23e78y2r       2009/08/11        29.99        0  platinum\n",
       "3    0fue298y2r23r23r2       2010/08/19        29.99        0  platinum\n",
       "4   0f345kjh345oiuy346       2010/08/19        29.99        0  platinum\n",
       "5   0fju234978rfjkhsdf       2010/08/19         9.99        5     basic\n",
       "6     0f34ruiy23e78y2r       2010/08/19         9.99        0     basic\n",
       "7    0fue298y2r23r23r3       2010/08/19         9.99        0     basic\n",
       "8   0f345kjh345oiuy347       2010/08/19         9.99        0     basic\n",
       "9   0fju234978rfjkhsdf       2011/08/11         9.99        5     basic\n",
       "10    0f34ruiy23e78y2r       2015/08/09         9.99        5     basic\n",
       "11   0fue298y2r23r23r4             None         9.91        0     basic\n",
       "12  0f345kjh345oiuy348             None         9.99        0     basic\n",
       "13  0fju234978rfjkhsdf             None        14.99        5    deluxe\n",
       "14    0f34ruiy23e78y2r             None        14.99        0    deluxe\n",
       "15   0fue298y2r23r23r5             None        14.99        5    deluxe\n",
       "16  0f345kjh345oiuy349             None        14.99        0    deluxe"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': 'string',\n",
       " 'transactoin_date': 'date',\n",
       " 'ticket_price': 'decimal',\n",
       " 'discount': 'int',\n",
       " 'product': 'string'}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.cols.count_mismatch({\"discount\":\"int\"}, infer=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'stats': {'mismatch': 0,\n",
       "  'missing': 12,\n",
       "  'match': 5,\n",
       "  'frequency': [{'value': '5', 'count': 5}],\n",
       "  'count_uniques': 1},\n",
       " 'dtype': 'object',\n",
       " 'profiler_dtype': 'int'}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(columns=\"*\", infer=True)[\"columns\"][\"discount\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 17 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'NoneType' object does not support item assignment",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-91-6aec339f01fc>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofiler_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"ticket_price\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"decimal\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[0m_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_buffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mprofiler_dtype\u001b[1;34m(self, input_col, dtype, columns)\u001b[0m\n\u001b[0;32m   1068\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1069\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mis_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1070\u001b[1;33m             \u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1071\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1072\u001b[0m         \u001b[1;31m# Map from profiler dtype to python dtype\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: 'NoneType' object does not support item assignment"
     ]
    }
   ],
   "source": [
    "df = op.load.csv(\"http://159.65.217.17:5003/uploads/datasetFile-1589815911139.csv\", sep=\",\", error_bad_lines=False, header=True, null_value=\"null\", infer_schema=\"true\", encoding=\"UTF-8\", quoting=0, lineterminator=None, cache=True).ext.cache()\n",
    "df = df.ext.optimize()\n",
    "_output = df.ext.profile(columns=\"*\", infer=True, output=\"json\")\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "df = df.cols.profiler_dtype(\"ticket_price\", \"decimal\").ext.cache()\n",
    "_output = df.ext.set_buffer(\"*\")\n",
    "\n",
    "df.ext.get_buffer()\n",
    "_output = df.ext.profile(columns=\"*\", infer=True, output=\"json\")\n",
    "_output = df.ext.set_buffer(\"*\")\n",
    "df.ext.table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>transactoin_date</th>\n",
       "      <th>ticket_price</th>\n",
       "      <th>discount</th>\n",
       "      <th>product</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0f345kjh345oiuy345</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2012/01/05</td>\n",
       "      <td>29.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2009/08/11</td>\n",
       "      <td>29.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0fue298y2r23r23r2</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0f345kjh345oiuy346</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>29.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5%</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0fue298y2r23r23r3</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0f345kjh345oiuy347</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>9.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2011/08/11</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5%</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2015/08/09</td>\n",
       "      <td>9.99</td>\n",
       "      <td>5%</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0fue298y2r23r23r4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0f345kjh345oiuy348</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.99</td>\n",
       "      <td>5%</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0fue298y2r23r23r5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.99</td>\n",
       "      <td>5%</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0f345kjh345oiuy349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           customer_id transactoin_date ticket_price discount   product\n",
       "0   0f345kjh345oiuy345       2010/08/19        29.99      NaN  platinum\n",
       "1   0fju234978rfjkhsdf       2012/01/05        29.99      NaN  platinum\n",
       "2     0f34ruiy23e78y2r       2009/08/11        29.99      NaN  platinum\n",
       "3    0fue298y2r23r23r2       2010/08/19        29.99      NaN  platinum\n",
       "4   0f345kjh345oiuy346       2010/08/19        29.99      NaN  platinum\n",
       "5   0fju234978rfjkhsdf       2010/08/19         9.99       5%     basic\n",
       "6     0f34ruiy23e78y2r       2010/08/19         9.99      NaN     basic\n",
       "7    0fue298y2r23r23r3       2010/08/19         9.99      NaN     basic\n",
       "8   0f345kjh345oiuy347       2010/08/19         9.99      NaN     basic\n",
       "9   0fju234978rfjkhsdf       2011/08/11         9.99       5%     basic\n",
       "10    0f34ruiy23e78y2r       2015/08/09         9.99       5%     basic\n",
       "11   0fue298y2r23r23r4              NaN         9.91      NaN     basic\n",
       "12  0f345kjh345oiuy348              NaN         9.99      NaN     basic\n",
       "13  0fju234978rfjkhsdf              NaN        14.99       5%    deluxe\n",
       "14    0f34ruiy23e78y2r              NaN        14.99      NaN    deluxe\n",
       "15   0fue298y2r23r23r5              NaN        14.99       5%    deluxe\n",
       "16  0f345kjh345oiuy349              NaN        14.99      NaN    deluxe"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.get_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': 'category',\n",
       " 'transactoin_date': 'category',\n",
       " 'ticket_price': 'object',\n",
       " 'discount': 'category',\n",
       " 'product': 'category'}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.dtypes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n",
      "<class 'float'>\n"
     ]
    }
   ],
   "source": [
    "pdf = df.compute()\n",
    "for i in pdf[\"ticket_price\"]:\n",
    "    print(type(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.ext.profile(\"*\", infer=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'customer_id': 'string',\n",
       " 'transactoin_date': 'date',\n",
       " 'ticket_price': 'decimal',\n",
       " 'discount': 'string',\n",
       " 'product': 'string'}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.cols.profiler_dtype(\"ticket_price\",\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">customer_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">transactoin_date</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">ticket_price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">discount</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy345\">\n",
       "                \n",
       "                0f345kjh345oiuy345\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29\">\n",
       "                \n",
       "                29\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/01/05\">\n",
       "                \n",
       "                2012/01/05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29\">\n",
       "                \n",
       "                29\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009/08/11\">\n",
       "                \n",
       "                2009/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29\">\n",
       "                \n",
       "                29\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r2\">\n",
       "                \n",
       "                0fue298y2r23r23r2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29\">\n",
       "                \n",
       "                29\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy346\">\n",
       "                \n",
       "                0f345kjh345oiuy346\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29\">\n",
       "                \n",
       "                29\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"platinum\">\n",
       "                \n",
       "                platinum\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f34ruiy23e78y2r\">\n",
       "                \n",
       "                0f34ruiy23e78y2r\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fue298y2r23r23r3\">\n",
       "                \n",
       "                0fue298y2r23r23r3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0f345kjh345oiuy347\">\n",
       "                \n",
       "                0f345kjh345oiuy347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010/08/19\">\n",
       "                \n",
       "                2010/08/19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0fju234978rfjkhsdf\">\n",
       "                \n",
       "                0fju234978rfjkhsdf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/08/11\">\n",
       "                \n",
       "                2011/08/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5%\">\n",
       "                \n",
       "                5%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"basic\">\n",
       "                \n",
       "                basic\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 17 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "_output = df.ext.buffer_window(\"*\", 0, 17).cols.set(value='mask[\"ticket_price\"]+mask[\"ticket_price\"]', where='df[\"ticket_price\"]!=None', output_cols=\"new ticket_price\").ext.to_json(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>transactoin_date</th>\n",
       "      <th>ticket_price</th>\n",
       "      <th>discount</th>\n",
       "      <th>product</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0f345kjh345oiuy345</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>3364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2012/01/05</td>\n",
       "      <td>3364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2009/08/11</td>\n",
       "      <td>3364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0fue298y2r23r23r2</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>3364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0f345kjh345oiuy346</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>3364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>platinum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>324</td>\n",
       "      <td>5%</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0fue298y2r23r23r3</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0f345kjh345oiuy347</td>\n",
       "      <td>2010/08/19</td>\n",
       "      <td>324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>2011/08/11</td>\n",
       "      <td>324</td>\n",
       "      <td>5%</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>2015/08/09</td>\n",
       "      <td>324</td>\n",
       "      <td>5%</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0fue298y2r23r23r4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0f345kjh345oiuy348</td>\n",
       "      <td>NaN</td>\n",
       "      <td>324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>basic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0fju234978rfjkhsdf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>5%</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0f34ruiy23e78y2r</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0fue298y2r23r23r5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>5%</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0f345kjh345oiuy349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>deluxe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           customer_id transactoin_date ticket_price discount   product\n",
       "0   0f345kjh345oiuy345       2010/08/19         3364      NaN  platinum\n",
       "1   0fju234978rfjkhsdf       2012/01/05         3364      NaN  platinum\n",
       "2     0f34ruiy23e78y2r       2009/08/11         3364      NaN  platinum\n",
       "3    0fue298y2r23r23r2       2010/08/19         3364      NaN  platinum\n",
       "4   0f345kjh345oiuy346       2010/08/19         3364      NaN  platinum\n",
       "5   0fju234978rfjkhsdf       2010/08/19          324       5%     basic\n",
       "6     0f34ruiy23e78y2r       2010/08/19          324      NaN     basic\n",
       "7    0fue298y2r23r23r3       2010/08/19          324      NaN     basic\n",
       "8   0f345kjh345oiuy347       2010/08/19          324      NaN     basic\n",
       "9   0fju234978rfjkhsdf       2011/08/11          324       5%     basic\n",
       "10    0f34ruiy23e78y2r       2015/08/09          324       5%     basic\n",
       "11   0fue298y2r23r23r4              NaN          324      NaN     basic\n",
       "12  0f345kjh345oiuy348              NaN          324      NaN     basic\n",
       "13  0fju234978rfjkhsdf              NaN          784       5%    deluxe\n",
       "14    0f34ruiy23e78y2r              NaN          784      NaN    deluxe\n",
       "15   0fue298y2r23r23r5              NaN          784       5%    deluxe\n",
       "16  0f345kjh345oiuy349              NaN          784      NaN    deluxe"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.cols.set(value='mask[\"ticket_price\"]*mask[\"ticket_price\"]', where='df[\"ticket_price\"]!=None', output_cols=\"ticket_price\").ext.cache()\n",
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 45716 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "df = op.load.file(\"data/Meteorite_Landings.csv\").ext.cache()\n",
    "# df1 = op.load.file(\"http://159.65.217.17:5003/uploads/datasetFile-1589317752438.csv\").ext.cache()\n",
    "# df.ext.profile(\"*\", output=\"json\")\n",
    "\n",
    "# df = df.ext.optimize()\n",
    "df1 = df.ext.optimize()\n",
    "df1.ext.profile(\"*\", output=\"json\", infer=True)\n",
    "# df.ext.set_buffer(\"*\")\n",
    "df1.ext.set_buffer(\"*\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import fastnumbers\n",
    "fastnumbers.isfloat(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Client</h3>\n",
       "<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
       "  <li><b>Scheduler: </b>inproc://192.168.86.236/8524/1</li>\n",
       "  <li><b>Dashboard: </b><a href='http://192.168.86.236:63781/status' target='_blank'>http://192.168.86.236:63781/status</a>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Cluster</h3>\n",
       "<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
       "  <li><b>Workers: </b>4</li>\n",
       "  <li><b>Cores: </b>8</li>\n",
       "  <li><b>Memory: </b>12.00 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: 'inproc://192.168.86.236/8524/1' processes=4 threads=8, memory=12.00 GB>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "op.client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 45716 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775000\">\n",
       "                \n",
       "                50.775000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.083330\">\n",
       "                \n",
       "                6.083330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.183330\">\n",
       "                \n",
       "                56.183330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.233330\">\n",
       "                \n",
       "                10.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000\">\n",
       "                \n",
       "                107000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.216670\">\n",
       "                \n",
       "                54.216670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.000000\">\n",
       "                \n",
       "                -113.000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914\">\n",
       "                \n",
       "                1914\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.883330\">\n",
       "                \n",
       "                16.883330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.900000\">\n",
       "                \n",
       "                -99.900000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780\">\n",
       "                \n",
       "                780\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.166670\">\n",
       "                \n",
       "                -33.166670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.950000\">\n",
       "                \n",
       "                -64.950000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239\">\n",
       "                \n",
       "                4239\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.100000\">\n",
       "                \n",
       "                32.100000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.800000\">\n",
       "                \n",
       "                71.800000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910\">\n",
       "                \n",
       "                910\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.833330\">\n",
       "                \n",
       "                44.833330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.166670\">\n",
       "                \n",
       "                95.166670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000\">\n",
       "                \n",
       "                30000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.216670\">\n",
       "                \n",
       "                44.216670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.616670\">\n",
       "                \n",
       "                0.616670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620\">\n",
       "                \n",
       "                1620\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.600000\">\n",
       "                \n",
       "                -31.600000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.233330\">\n",
       "                \n",
       "                -65.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440\">\n",
       "                \n",
       "                1440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.866670\">\n",
       "                \n",
       "                -30.866670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.550000\">\n",
       "                \n",
       "                -64.550000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 45716 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        False\n",
       "1        False\n",
       "2        False\n",
       "3        False\n",
       "4        False\n",
       "         ...  \n",
       "45711    False\n",
       "45712    False\n",
       "45713    False\n",
       "45714    False\n",
       "45715    False\n",
       "Name: nametype, Length: 45716, dtype: bool"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Try https://stackoverflow.com/questions/42742810/speed-up-millions-of-regex-replacements-in-python-3/42789508#42789508\n",
    "df[\"nametype\"].str.match(\"^(\\d{5})([- ])?(\\d{4})?$\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'string',\n",
       " 'id': 'int',\n",
       " 'nametype': 'string',\n",
       " 'recclass': 'string',\n",
       " 'mass (g)': 'int',\n",
       " 'fall': 'string',\n",
       " 'year': 'date',\n",
       " 'reclat': 'decimal',\n",
       " 'reclong': 'decimal',\n",
       " 'GeoLocation': 'array'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.cols.profiler_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name             object\n",
       "id               uint16\n",
       "nametype       category\n",
       "recclass         object\n",
       "mass (g)         object\n",
       "fall           category\n",
       "year             object\n",
       "reclat           object\n",
       "reclong          object\n",
       "GeoLocation      object\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dask.dataframe.core.DataFrame"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': {'mismatch': 45716,\n",
       "  'missing': 0,\n",
       "  'match': 0,\n",
       "  'profiler_dtype': 'int'}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_mismatch({\"name\":\"int\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1.cols.profiler_dtype(\"name\",\"string\")\n",
    "# df1.cols.replace(\"name\",\"1\",\"2\")\n",
    "# df1 =df1.cols.unnest(\"GeoLocation\",\",\")\n",
    "\n",
    "# df1.ext.profile(\"*\",infer=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ACTION NAME profiler_dtype\n",
      "modified_columns ['name']\n",
      "new_columns []\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'name': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 45716,\n",
       "    'frequency': [{'value': 'Święcany', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 007', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 029', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 028', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 027', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 026', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 025', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 024', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 023', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 022', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 021', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 020', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 019', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 018', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 017', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 014', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 013', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 012', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 011', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 010', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 009', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 030', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 031', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 032', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 043', 'count': 1},\n",
       "     {'value': 'Hammadah al Hamra 051', 'count': 1},\n",
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       "   'dtype': 'object',\n",
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       "  'fall': {'stats': {'mismatch': 0,\n",
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       "    'count_uniques': 17100},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'array'}},\n",
       " 'name': None,\n",
       " 'file_name': 'Meteorite_Landings.csv',\n",
       " 'summary': {'cols_count': 10,\n",
       "  'rows_count': 45716,\n",
       "  'size': '2.7 MB',\n",
       "  'dtypes_list': ['object', 'category', 'uint16'],\n",
       "  'total_count_dtypes': 3,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.ext.profile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'int'"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()[\"profile\"][\"columns\"][\"id\"][\"profiler_dtype\"]\n",
    "# print(df.meta.get()[\"transformations\"][\"actions\"])\n",
    "# print(df.meta.get()[\"transformations\"][\"columns\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The truth value of a Series is ambiguous. Use a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-25e623f7a3cf>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"name\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m!=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m\"a\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mset\u001b[1;34m(self, where, value, output_cols)\u001b[0m\n\u001b[0;32m    647\u001b[0m         \"\"\"\n\u001b[0;32m    648\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 649\u001b[1;33m         \u001b[0moutput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccepts_missing_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    650\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    651\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0moutput_col\u001b[0m \u001b[1;32min\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mparse_columns\u001b[1;34m(df, cols_args, get_args, is_regex, filter_by_column_dtypes, accepts_missing_cols, invert)\u001b[0m\n\u001b[0;32m    173\u001b[0m         \u001b[0mcols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmatch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf_columns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    174\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 175\u001b[1;33m     \u001b[1;32melif\u001b[0m \u001b[0mcols_args\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"*\"\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mcols_args\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    176\u001b[0m         \u001b[0mcols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    177\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m__bool__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    535\u001b[0m         raise ValueError(\n\u001b[0;32m    536\u001b[0m             \u001b[1;34m\"The truth value of a {0} is ambiguous. \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 537\u001b[1;33m             \u001b[1;34m\"Use a.any() or a.all().\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    538\u001b[0m         )\n\u001b[0;32m    539\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "df.cols.set(\"name\", df.name!= None, df.name+\"a\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 45716 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "df.ext.set_buffer(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[0, 1]]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "_value = \"50\"\n",
    "regex = re.compile('|'.join(\"5\"))\n",
    "[[match.start(), match.end()] for match in regex.finditer(_value)]\n",
    "    \n",
    "# length = [[match.start(), match.end()] for match in\n",
    "#           regex.finditer(re.escape(_value), re.IGNORECASE)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "      <th>GeoLocation_0</th>\n",
       "      <th>GeoLocation_1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.775000</td>\n",
       "      <td>6.083330</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "      <td>(50.775000</td>\n",
       "      <td>6.083330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.183330</td>\n",
       "      <td>10.233330</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "      <td>(56.183330</td>\n",
       "      <td>10.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.216670</td>\n",
       "      <td>-113.000000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "      <td>(54.216670</td>\n",
       "      <td>-113.000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.883330</td>\n",
       "      <td>-99.900000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "      <td>(16.883330</td>\n",
       "      <td>-99.900000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.166670</td>\n",
       "      <td>-64.950000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "      <td>(-33.166670</td>\n",
       "      <td>-64.950000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45711</th>\n",
       "      <td>Zillah 002</td>\n",
       "      <td>31356</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Eucrite</td>\n",
       "      <td>172</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1990 12:00:00 AM</td>\n",
       "      <td>29.037000</td>\n",
       "      <td>17.018500</td>\n",
       "      <td>(29.037000, 17.018500)</td>\n",
       "      <td>(29.037000</td>\n",
       "      <td>17.018500)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45712</th>\n",
       "      <td>Zinder</td>\n",
       "      <td>30409</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Pallasite, ungrouped</td>\n",
       "      <td>46</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1999 12:00:00 AM</td>\n",
       "      <td>13.783330</td>\n",
       "      <td>8.966670</td>\n",
       "      <td>(13.783330, 8.966670)</td>\n",
       "      <td>(13.783330</td>\n",
       "      <td>8.966670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45713</th>\n",
       "      <td>Zlin</td>\n",
       "      <td>30410</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1939 12:00:00 AM</td>\n",
       "      <td>49.250000</td>\n",
       "      <td>17.666670</td>\n",
       "      <td>(49.250000, 17.666670)</td>\n",
       "      <td>(49.250000</td>\n",
       "      <td>17.666670)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45714</th>\n",
       "      <td>Zubkovsky</td>\n",
       "      <td>31357</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>2167</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/2003 12:00:00 AM</td>\n",
       "      <td>49.789170</td>\n",
       "      <td>41.504600</td>\n",
       "      <td>(49.789170, 41.504600)</td>\n",
       "      <td>(49.789170</td>\n",
       "      <td>41.504600)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45715</th>\n",
       "      <td>Zulu Queen</td>\n",
       "      <td>30414</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L3.7</td>\n",
       "      <td>200</td>\n",
       "      <td>Found</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>33.983330</td>\n",
       "      <td>-115.683330</td>\n",
       "      <td>(33.983330, -115.683330)</td>\n",
       "      <td>(33.983330</td>\n",
       "      <td>-115.683330)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45716 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             name     id nametype              recclass mass (g)   fall  \\\n",
       "0          Aachen      1    Valid                    L5       21   Fell   \n",
       "1          Aarhus      2    Valid                    H6      720   Fell   \n",
       "2            Abee      6    Valid                   EH4   107000   Fell   \n",
       "3        Acapulco     10    Valid           Acapulcoite     1914   Fell   \n",
       "4         Achiras    370    Valid                    L6      780   Fell   \n",
       "...           ...    ...      ...                   ...      ...    ...   \n",
       "45711  Zillah 002  31356    Valid               Eucrite      172  Found   \n",
       "45712      Zinder  30409    Valid  Pallasite, ungrouped       46  Found   \n",
       "45713        Zlin  30410    Valid                    H4      3.3  Found   \n",
       "45714   Zubkovsky  31357    Valid                    L6     2167  Found   \n",
       "45715  Zulu Queen  30414    Valid                  L3.7      200  Found   \n",
       "\n",
       "                         year      reclat      reclong  \\\n",
       "0      01/01/1880 12:00:00 AM   50.775000     6.083330   \n",
       "1      01/01/1951 12:00:00 AM   56.183330    10.233330   \n",
       "2      01/01/1952 12:00:00 AM   54.216670  -113.000000   \n",
       "3      01/01/1976 12:00:00 AM   16.883330   -99.900000   \n",
       "4      01/01/1902 12:00:00 AM  -33.166670   -64.950000   \n",
       "...                       ...         ...          ...   \n",
       "45711  01/01/1990 12:00:00 AM   29.037000    17.018500   \n",
       "45712  01/01/1999 12:00:00 AM   13.783330     8.966670   \n",
       "45713  01/01/1939 12:00:00 AM   49.250000    17.666670   \n",
       "45714  01/01/2003 12:00:00 AM   49.789170    41.504600   \n",
       "45715  01/01/1976 12:00:00 AM   33.983330  -115.683330   \n",
       "\n",
       "                    GeoLocation GeoLocation_0  GeoLocation_1  \n",
       "0         (50.775000, 6.083330)    (50.775000      6.083330)  \n",
       "1        (56.183330, 10.233330)    (56.183330     10.233330)  \n",
       "2      (54.216670, -113.000000)    (54.216670   -113.000000)  \n",
       "3       (16.883330, -99.900000)    (16.883330    -99.900000)  \n",
       "4      (-33.166670, -64.950000)   (-33.166670    -64.950000)  \n",
       "...                         ...           ...            ...  \n",
       "45711    (29.037000, 17.018500)    (29.037000     17.018500)  \n",
       "45712     (13.783330, 8.966670)    (13.783330      8.966670)  \n",
       "45713    (49.250000, 17.666670)    (49.250000     17.666670)  \n",
       "45714    (49.789170, 41.504600)    (49.789170     41.504600)  \n",
       "45715  (33.983330, -115.683330)    (33.983330   -115.683330)  \n",
       "\n",
       "[45716 rows x 12 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.unnest(\"GeoLocation\",\",\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 45716 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nametype</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">recclass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">mass (g)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">fall</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">year</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">reclong</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">GeoLocation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aachen\">\n",
       "                \n",
       "                Aachen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L5\">\n",
       "                \n",
       "                L5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1880&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1880&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.775000\">\n",
       "                \n",
       "                50.775000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.083330\">\n",
       "                \n",
       "                6.083330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(50.775000,&#8901;6.083330)\">\n",
       "                \n",
       "                (50.775000,&#8901;6.083330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aarhus\">\n",
       "                \n",
       "                Aarhus\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H6\">\n",
       "                \n",
       "                H6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1951&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1951&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56.183330\">\n",
       "                \n",
       "                56.183330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.233330\">\n",
       "                \n",
       "                10.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(56.183330,&#8901;10.233330)\">\n",
       "                \n",
       "                (56.183330,&#8901;10.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Abee\">\n",
       "                \n",
       "                Abee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107000\">\n",
       "                \n",
       "                107000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1952&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1952&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54.216670\">\n",
       "                \n",
       "                54.216670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-113.000000\">\n",
       "                \n",
       "                -113.000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(54.216670,&#8901;-113.000000)\">\n",
       "                \n",
       "                (54.216670,&#8901;-113.000000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulco\">\n",
       "                \n",
       "                Acapulco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Acapulcoite\">\n",
       "                \n",
       "                Acapulcoite\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1914\">\n",
       "                \n",
       "                1914\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1976&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1976&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.883330\">\n",
       "                \n",
       "                16.883330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-99.900000\">\n",
       "                \n",
       "                -99.900000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(16.883330,&#8901;-99.900000)\">\n",
       "                \n",
       "                (16.883330,&#8901;-99.900000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Achiras\">\n",
       "                \n",
       "                Achiras\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"370\">\n",
       "                \n",
       "                370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780\">\n",
       "                \n",
       "                780\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1902&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1902&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-33.166670\">\n",
       "                \n",
       "                -33.166670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.950000\">\n",
       "                \n",
       "                -64.950000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-33.166670,&#8901;-64.950000)\">\n",
       "                \n",
       "                (-33.166670,&#8901;-64.950000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adhi&#8901;Kot\">\n",
       "                \n",
       "                Adhi&#8901;Kot\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"EH4\">\n",
       "                \n",
       "                EH4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4239\">\n",
       "                \n",
       "                4239\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1919&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1919&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32.100000\">\n",
       "                \n",
       "                32.100000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71.800000\">\n",
       "                \n",
       "                71.800000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(32.100000,&#8901;71.800000)\">\n",
       "                \n",
       "                (32.100000,&#8901;71.800000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Adzhi-Bogdo&#8901;(stone)\">\n",
       "                \n",
       "                Adzhi-Bogdo&#8901;(stone)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"390\">\n",
       "                \n",
       "                390\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LL3-6\">\n",
       "                \n",
       "                LL3-6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910\">\n",
       "                \n",
       "                910\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1949&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1949&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.833330\">\n",
       "                \n",
       "                44.833330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"95.166670\">\n",
       "                \n",
       "                95.166670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.833330,&#8901;95.166670)\">\n",
       "                \n",
       "                (44.833330,&#8901;95.166670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Agen\">\n",
       "                \n",
       "                Agen\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H5\">\n",
       "                \n",
       "                H5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30000\">\n",
       "                \n",
       "                30000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1814&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1814&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44.216670\">\n",
       "                \n",
       "                44.216670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.616670\">\n",
       "                \n",
       "                0.616670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(44.216670,&#8901;0.616670)\">\n",
       "                \n",
       "                (44.216670,&#8901;0.616670)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguada\">\n",
       "                \n",
       "                Aguada\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"398\">\n",
       "                \n",
       "                398\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L6\">\n",
       "                \n",
       "                L6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1620\">\n",
       "                \n",
       "                1620\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1930&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1930&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-31.600000\">\n",
       "                \n",
       "                -31.600000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-65.233330\">\n",
       "                \n",
       "                -65.233330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-31.600000,&#8901;-65.233330)\">\n",
       "                \n",
       "                (-31.600000,&#8901;-65.233330)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Aguila&#8901;Blanca\">\n",
       "                \n",
       "                Aguila&#8901;Blanca\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"417\">\n",
       "                \n",
       "                417\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Valid\">\n",
       "                \n",
       "                Valid\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"L\">\n",
       "                \n",
       "                L\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1440\">\n",
       "                \n",
       "                1440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fell\">\n",
       "                \n",
       "                Fell\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/1920&#8901;12:00:00&#8901;AM\">\n",
       "                \n",
       "                01/01/1920&#8901;12:00:00&#8901;AM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-30.866670\">\n",
       "                \n",
       "                -30.866670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-64.550000\">\n",
       "                \n",
       "                -64.550000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(-30.866670,&#8901;-64.550000)\">\n",
       "                \n",
       "                (-30.866670,&#8901;-64.550000)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 45716 rows / 45716 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[2, 3]]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "      <th>new GeoLocation</th>\n",
       "      <th>GeoLocation__match_positions__</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.775000</td>\n",
       "      <td>6.083330</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "      <td>(0.77000, 6.083330)</td>\n",
       "      <td>[[1, 2], [6, 7]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.183330</td>\n",
       "      <td>10.233330</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "      <td>(6.183330, 10.233330)</td>\n",
       "      <td>[[1, 2]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.216670</td>\n",
       "      <td>-113.000000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "      <td>(4.216670, -113.000000)</td>\n",
       "      <td>[[1, 2]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.883330</td>\n",
       "      <td>-99.900000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.166670</td>\n",
       "      <td>-64.950000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "      <td>(-33.166670, -64.90000)</td>\n",
       "      <td>[[18, 19]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adhi Kot</td>\n",
       "      <td>379</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>4239</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1919 12:00:00 AM</td>\n",
       "      <td>32.100000</td>\n",
       "      <td>71.800000</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adzhi-Bogdo (stone)</td>\n",
       "      <td>390</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL3-6</td>\n",
       "      <td>910</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>44.833330</td>\n",
       "      <td>95.166670</td>\n",
       "      <td>(44.833330, 95.166670)</td>\n",
       "      <td>(44.833330, 9.166670)</td>\n",
       "      <td>[[13, 14]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agen</td>\n",
       "      <td>392</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>30000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1814 12:00:00 AM</td>\n",
       "      <td>44.216670</td>\n",
       "      <td>0.616670</td>\n",
       "      <td>(44.216670, 0.616670)</td>\n",
       "      <td>(44.216670, 0.616670)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Aguada</td>\n",
       "      <td>398</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>1620</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1930 12:00:00 AM</td>\n",
       "      <td>-31.600000</td>\n",
       "      <td>-65.233330</td>\n",
       "      <td>(-31.600000, -65.233330)</td>\n",
       "      <td>(-31.600000, -6.233330)</td>\n",
       "      <td>[[15, 16]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aguila Blanca</td>\n",
       "      <td>417</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>1440</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1920 12:00:00 AM</td>\n",
       "      <td>-30.866670</td>\n",
       "      <td>-64.550000</td>\n",
       "      <td>(-30.866670, -64.550000)</td>\n",
       "      <td>(-30.866670, -64.0000)</td>\n",
       "      <td>[[17, 18], [18, 19]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Aioun el Atrouss</td>\n",
       "      <td>423</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Diogenite-pm</td>\n",
       "      <td>1000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1974 12:00:00 AM</td>\n",
       "      <td>16.398060</td>\n",
       "      <td>-9.570280</td>\n",
       "      <td>(16.398060, -9.570280)</td>\n",
       "      <td>(16.398060, -9.70280)</td>\n",
       "      <td>[[15, 16]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aïr</td>\n",
       "      <td>424</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>24000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1925 12:00:00 AM</td>\n",
       "      <td>19.083330</td>\n",
       "      <td>8.383330</td>\n",
       "      <td>(19.083330, 8.383330)</td>\n",
       "      <td>(19.083330, 8.383330)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aire-sur-la-Lys</td>\n",
       "      <td>425</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1769 12:00:00 AM</td>\n",
       "      <td>50.666670</td>\n",
       "      <td>2.333330</td>\n",
       "      <td>(50.666670, 2.333330)</td>\n",
       "      <td>(0.666670, 2.333330)</td>\n",
       "      <td>[[1, 2]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Akaba</td>\n",
       "      <td>426</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>779</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>29.516670</td>\n",
       "      <td>35.050000</td>\n",
       "      <td>(29.516670, 35.050000)</td>\n",
       "      <td>(29.16670, 3.00000)</td>\n",
       "      <td>[[4, 5], [13, 14], [16, 17]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Akbarpur</td>\n",
       "      <td>427</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>1800</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1838 12:00:00 AM</td>\n",
       "      <td>29.716670</td>\n",
       "      <td>77.950000</td>\n",
       "      <td>(29.716670, 77.950000)</td>\n",
       "      <td>(29.716670, 77.90000)</td>\n",
       "      <td>[[16, 17]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Akwanga</td>\n",
       "      <td>432</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H</td>\n",
       "      <td>3000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1959 12:00:00 AM</td>\n",
       "      <td>8.916670</td>\n",
       "      <td>8.433330</td>\n",
       "      <td>(8.916670, 8.433330)</td>\n",
       "      <td>(8.916670, 8.433330)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Akyumak</td>\n",
       "      <td>433</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Iron, IVA</td>\n",
       "      <td>50000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1981 12:00:00 AM</td>\n",
       "      <td>39.916670</td>\n",
       "      <td>42.816670</td>\n",
       "      <td>(39.916670, 42.816670)</td>\n",
       "      <td>(39.916670, 42.816670)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Al Rais</td>\n",
       "      <td>446</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CR2-an</td>\n",
       "      <td>160</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1957 12:00:00 AM</td>\n",
       "      <td>24.416670</td>\n",
       "      <td>39.516670</td>\n",
       "      <td>(24.416670, 39.516670)</td>\n",
       "      <td>(24.416670, 39.16670)</td>\n",
       "      <td>[[15, 16]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Al Zarnkh</td>\n",
       "      <td>447</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2001 12:00:00 AM</td>\n",
       "      <td>13.660330</td>\n",
       "      <td>28.960000</td>\n",
       "      <td>(13.660330, 28.960000)</td>\n",
       "      <td>(13.660330, 28.960000)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alais</td>\n",
       "      <td>448</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CI1</td>\n",
       "      <td>6000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1806 12:00:00 AM</td>\n",
       "      <td>44.116670</td>\n",
       "      <td>4.083330</td>\n",
       "      <td>(44.116670, 4.083330)</td>\n",
       "      <td>(44.116670, 4.083330)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Albareto</td>\n",
       "      <td>453</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L/LL4</td>\n",
       "      <td>2000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1766 12:00:00 AM</td>\n",
       "      <td>44.650000</td>\n",
       "      <td>11.016670</td>\n",
       "      <td>(44.650000, 11.016670)</td>\n",
       "      <td>(44.60000, 11.016670)</td>\n",
       "      <td>[[5, 6]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alberta</td>\n",
       "      <td>454</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>625</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>22.666670</td>\n",
       "      <td>(2.000000, 22.666670)</td>\n",
       "      <td>(2.000000, 22.666670)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alby sur Chéran</td>\n",
       "      <td>458</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Eucrite-mmict</td>\n",
       "      <td>252</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2002 12:00:00 AM</td>\n",
       "      <td>45.821330</td>\n",
       "      <td>6.015330</td>\n",
       "      <td>(45.821330, 6.015330)</td>\n",
       "      <td>(4.821330, 6.01330)</td>\n",
       "      <td>[[2, 3], [16, 17]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Aldsworth</td>\n",
       "      <td>461</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1835 12:00:00 AM</td>\n",
       "      <td>51.783330</td>\n",
       "      <td>-1.783330</td>\n",
       "      <td>(51.783330, -1.783330)</td>\n",
       "      <td>(1.783330, -1.783330)</td>\n",
       "      <td>[[1, 2]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Aleppo</td>\n",
       "      <td>462</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>3200</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1873 12:00:00 AM</td>\n",
       "      <td>36.233330</td>\n",
       "      <td>37.133330</td>\n",
       "      <td>(36.233330, 37.133330)</td>\n",
       "      <td>(36.233330, 37.133330)</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alessandria</td>\n",
       "      <td>463</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>908</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1860 12:00:00 AM</td>\n",
       "      <td>44.883330</td>\n",
       "      <td>8.750000</td>\n",
       "      <td>(44.883330, 8.750000)</td>\n",
       "      <td>(44.883330, 8.70000)</td>\n",
       "      <td>[[15, 16]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alexandrovsky</td>\n",
       "      <td>465</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>9251</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1900 12:00:00 AM</td>\n",
       "      <td>50.950000</td>\n",
       "      <td>31.816670</td>\n",
       "      <td>(50.950000, 31.816670)</td>\n",
       "      <td>(0.90000, 31.816670)</td>\n",
       "      <td>[[1, 2], [5, 6]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alfianello</td>\n",
       "      <td>466</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>228000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1883 12:00:00 AM</td>\n",
       "      <td>45.266670</td>\n",
       "      <td>10.150000</td>\n",
       "      <td>(45.266670, 10.150000)</td>\n",
       "      <td>(4.266670, 10.10000)</td>\n",
       "      <td>[[2, 3], [16, 17]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Allegan</td>\n",
       "      <td>2276</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>32000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1899 12:00:00 AM</td>\n",
       "      <td>42.533330</td>\n",
       "      <td>-85.883330</td>\n",
       "      <td>(42.533330, -85.883330)</td>\n",
       "      <td>(42.33330, -8.883330)</td>\n",
       "      <td>[[4, 5], [14, 15]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Allende</td>\n",
       "      <td>2278</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CV3</td>\n",
       "      <td>2000000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1969 12:00:00 AM</td>\n",
       "      <td>26.966670</td>\n",
       "      <td>-105.316670</td>\n",
       "      <td>(26.966670, -105.316670)</td>\n",
       "      <td>(26.966670, -10.316670)</td>\n",
       "      <td>[[15, 16]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Almahata Sitta</td>\n",
       "      <td>48915</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Ureilite-an</td>\n",
       "      <td>3950</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2008 12:00:00 AM</td>\n",
       "      <td>20.745750</td>\n",
       "      <td>32.412750</td>\n",
       "      <td>(20.745750, 32.412750)</td>\n",
       "      <td>(20.7470, 32.41270)</td>\n",
       "      <td>[[6, 7], [8, 9], [19, 20]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Alta'ameem</td>\n",
       "      <td>2284</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>6000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1977 12:00:00 AM</td>\n",
       "      <td>35.273330</td>\n",
       "      <td>44.215560</td>\n",
       "      <td>(35.273330, 44.215560)</td>\n",
       "      <td>(3.273330, 44.2160)</td>\n",
       "      <td>[[2, 3], [17, 18], [18, 19]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ambapur Nagla</td>\n",
       "      <td>2290</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>6400</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1895 12:00:00 AM</td>\n",
       "      <td>27.666670</td>\n",
       "      <td>78.250000</td>\n",
       "      <td>(27.666670, 78.250000)</td>\n",
       "      <td>(27.666670, 78.20000)</td>\n",
       "      <td>[[16, 17]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Andhara</td>\n",
       "      <td>2294</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Stone-uncl</td>\n",
       "      <td>2700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>26.583330</td>\n",
       "      <td>85.566670</td>\n",
       "      <td>(26.583330, 85.566670)</td>\n",
       "      <td>(26.83330, 8.66670)</td>\n",
       "      <td>[[4, 5], [13, 14], [15, 16]]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   name     id nametype       recclass mass (g)  fall  \\\n",
       "0                Aachen      1    Valid             L5       21  Fell   \n",
       "1                Aarhus      2    Valid             H6      720  Fell   \n",
       "2                  Abee      6    Valid            EH4   107000  Fell   \n",
       "3              Acapulco     10    Valid    Acapulcoite     1914  Fell   \n",
       "4               Achiras    370    Valid             L6      780  Fell   \n",
       "5              Adhi Kot    379    Valid            EH4     4239  Fell   \n",
       "6   Adzhi-Bogdo (stone)    390    Valid          LL3-6      910  Fell   \n",
       "7                  Agen    392    Valid             H5    30000  Fell   \n",
       "8                Aguada    398    Valid             L6     1620  Fell   \n",
       "9         Aguila Blanca    417    Valid              L     1440  Fell   \n",
       "10     Aioun el Atrouss    423    Valid   Diogenite-pm     1000  Fell   \n",
       "11                  Aïr    424    Valid             L6    24000  Fell   \n",
       "12      Aire-sur-la-Lys    425    Valid        Unknown      NaN  Fell   \n",
       "13                Akaba    426    Valid             L6      779  Fell   \n",
       "14             Akbarpur    427    Valid             H4     1800  Fell   \n",
       "15              Akwanga    432    Valid              H     3000  Fell   \n",
       "16              Akyumak    433    Valid      Iron, IVA    50000  Fell   \n",
       "17              Al Rais    446    Valid         CR2-an      160  Fell   \n",
       "18            Al Zarnkh    447    Valid            LL5      700  Fell   \n",
       "19                Alais    448    Valid            CI1     6000  Fell   \n",
       "20             Albareto    453    Valid          L/LL4     2000  Fell   \n",
       "21              Alberta    454    Valid              L      625  Fell   \n",
       "22      Alby sur Chéran    458    Valid  Eucrite-mmict      252  Fell   \n",
       "23            Aldsworth    461    Valid            LL5      700  Fell   \n",
       "24               Aleppo    462    Valid             L6     3200  Fell   \n",
       "25          Alessandria    463    Valid             H5      908  Fell   \n",
       "26        Alexandrovsky    465    Valid             H4     9251  Fell   \n",
       "27           Alfianello    466    Valid             L6   228000  Fell   \n",
       "28              Allegan   2276    Valid             H5    32000  Fell   \n",
       "29              Allende   2278    Valid            CV3  2000000  Fell   \n",
       "30       Almahata Sitta  48915    Valid    Ureilite-an     3950  Fell   \n",
       "31           Alta'ameem   2284    Valid            LL5     6000  Fell   \n",
       "32        Ambapur Nagla   2290    Valid             H5     6400  Fell   \n",
       "33              Andhara   2294    Valid     Stone-uncl     2700  Fell   \n",
       "\n",
       "                      year      reclat      reclong               GeoLocation  \\\n",
       "0   01/01/1880 12:00:00 AM   50.775000     6.083330     (50.775000, 6.083330)   \n",
       "1   01/01/1951 12:00:00 AM   56.183330    10.233330    (56.183330, 10.233330)   \n",
       "2   01/01/1952 12:00:00 AM   54.216670  -113.000000  (54.216670, -113.000000)   \n",
       "3   01/01/1976 12:00:00 AM   16.883330   -99.900000   (16.883330, -99.900000)   \n",
       "4   01/01/1902 12:00:00 AM  -33.166670   -64.950000  (-33.166670, -64.950000)   \n",
       "5   01/01/1919 12:00:00 AM   32.100000    71.800000    (32.100000, 71.800000)   \n",
       "6   01/01/1949 12:00:00 AM   44.833330    95.166670    (44.833330, 95.166670)   \n",
       "7   01/01/1814 12:00:00 AM   44.216670     0.616670     (44.216670, 0.616670)   \n",
       "8   01/01/1930 12:00:00 AM  -31.600000   -65.233330  (-31.600000, -65.233330)   \n",
       "9   01/01/1920 12:00:00 AM  -30.866670   -64.550000  (-30.866670, -64.550000)   \n",
       "10  01/01/1974 12:00:00 AM   16.398060    -9.570280    (16.398060, -9.570280)   \n",
       "11  01/01/1925 12:00:00 AM   19.083330     8.383330     (19.083330, 8.383330)   \n",
       "12  01/01/1769 12:00:00 AM   50.666670     2.333330     (50.666670, 2.333330)   \n",
       "13  01/01/1949 12:00:00 AM   29.516670    35.050000    (29.516670, 35.050000)   \n",
       "14  01/01/1838 12:00:00 AM   29.716670    77.950000    (29.716670, 77.950000)   \n",
       "15  01/01/1959 12:00:00 AM    8.916670     8.433330      (8.916670, 8.433330)   \n",
       "16  01/01/1981 12:00:00 AM   39.916670    42.816670    (39.916670, 42.816670)   \n",
       "17  01/01/1957 12:00:00 AM   24.416670    39.516670    (24.416670, 39.516670)   \n",
       "18  01/01/2001 12:00:00 AM   13.660330    28.960000    (13.660330, 28.960000)   \n",
       "19  01/01/1806 12:00:00 AM   44.116670     4.083330     (44.116670, 4.083330)   \n",
       "20  01/01/1766 12:00:00 AM   44.650000    11.016670    (44.650000, 11.016670)   \n",
       "21  01/01/1949 12:00:00 AM    2.000000    22.666670     (2.000000, 22.666670)   \n",
       "22  01/01/2002 12:00:00 AM   45.821330     6.015330     (45.821330, 6.015330)   \n",
       "23  01/01/1835 12:00:00 AM   51.783330    -1.783330    (51.783330, -1.783330)   \n",
       "24  01/01/1873 12:00:00 AM   36.233330    37.133330    (36.233330, 37.133330)   \n",
       "25  01/01/1860 12:00:00 AM   44.883330     8.750000     (44.883330, 8.750000)   \n",
       "26  01/01/1900 12:00:00 AM   50.950000    31.816670    (50.950000, 31.816670)   \n",
       "27  01/01/1883 12:00:00 AM   45.266670    10.150000    (45.266670, 10.150000)   \n",
       "28  01/01/1899 12:00:00 AM   42.533330   -85.883330   (42.533330, -85.883330)   \n",
       "29  01/01/1969 12:00:00 AM   26.966670  -105.316670  (26.966670, -105.316670)   \n",
       "30  01/01/2008 12:00:00 AM   20.745750    32.412750    (20.745750, 32.412750)   \n",
       "31  01/01/1977 12:00:00 AM   35.273330    44.215560    (35.273330, 44.215560)   \n",
       "32  01/01/1895 12:00:00 AM   27.666670    78.250000    (27.666670, 78.250000)   \n",
       "33  01/01/1880 12:00:00 AM   26.583330    85.566670    (26.583330, 85.566670)   \n",
       "\n",
       "            new GeoLocation GeoLocation__match_positions__  \n",
       "0       (0.77000, 6.083330)               [[1, 2], [6, 7]]  \n",
       "1     (6.183330, 10.233330)                       [[1, 2]]  \n",
       "2   (4.216670, -113.000000)                       [[1, 2]]  \n",
       "3   (16.883330, -99.900000)                           None  \n",
       "4   (-33.166670, -64.90000)                     [[18, 19]]  \n",
       "5    (32.100000, 71.800000)                           None  \n",
       "6     (44.833330, 9.166670)                     [[13, 14]]  \n",
       "7     (44.216670, 0.616670)                           None  \n",
       "8   (-31.600000, -6.233330)                     [[15, 16]]  \n",
       "9    (-30.866670, -64.0000)           [[17, 18], [18, 19]]  \n",
       "10    (16.398060, -9.70280)                     [[15, 16]]  \n",
       "11    (19.083330, 8.383330)                           None  \n",
       "12     (0.666670, 2.333330)                       [[1, 2]]  \n",
       "13      (29.16670, 3.00000)   [[4, 5], [13, 14], [16, 17]]  \n",
       "14    (29.716670, 77.90000)                     [[16, 17]]  \n",
       "15     (8.916670, 8.433330)                           None  \n",
       "16   (39.916670, 42.816670)                           None  \n",
       "17    (24.416670, 39.16670)                     [[15, 16]]  \n",
       "18   (13.660330, 28.960000)                           None  \n",
       "19    (44.116670, 4.083330)                           None  \n",
       "20    (44.60000, 11.016670)                       [[5, 6]]  \n",
       "21    (2.000000, 22.666670)                           None  \n",
       "22      (4.821330, 6.01330)             [[2, 3], [16, 17]]  \n",
       "23    (1.783330, -1.783330)                       [[1, 2]]  \n",
       "24   (36.233330, 37.133330)                           None  \n",
       "25     (44.883330, 8.70000)                     [[15, 16]]  \n",
       "26     (0.90000, 31.816670)               [[1, 2], [5, 6]]  \n",
       "27     (4.266670, 10.10000)             [[2, 3], [16, 17]]  \n",
       "28    (42.33330, -8.883330)             [[4, 5], [14, 15]]  \n",
       "29  (26.966670, -10.316670)                     [[15, 16]]  \n",
       "30      (20.7470, 32.41270)     [[6, 7], [8, 9], [19, 20]]  \n",
       "31      (3.273330, 44.2160)   [[2, 3], [17, 18], [18, 19]]  \n",
       "32    (27.666670, 78.20000)                     [[16, 17]]  \n",
       "33      (26.83330, 8.66670)   [[4, 5], [13, 14], [15, 16]]  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\", 0, 34).cols.replace(\"GeoLocation\", search=[\"5\"], replace_by=\"\", search_by=\"chars\", ignore_case=True, output_cols=\"new GeoLocation\").cols.find(\"GeoLocation\", sub=[\"5\"], ignore_case=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.cols.replace(\"id\",\"a\",\"b\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'tmpd9yzm44r.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'utf-8',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'lineterminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}],\n",
       " 'transformations': {'actions': {}},\n",
       " 'profile': {'columns': {'id': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '9', 'count': 1},\n",
       "      {'value': '8', 'count': 1},\n",
       "      {'value': '7', 'count': 1},\n",
       "      {'value': '6', 'count': 1},\n",
       "      {'value': '5', 'count': 1},\n",
       "      {'value': '4', 'count': 1},\n",
       "      {'value': '3', 'count': 1},\n",
       "      {'value': '2', 'count': 1},\n",
       "      {'value': '19', 'count': 1},\n",
       "      {'value': '18', 'count': 1},\n",
       "      {'value': '17', 'count': 1},\n",
       "      {'value': '16', 'count': 1},\n",
       "      {'value': '15', 'count': 1},\n",
       "      {'value': '14', 'count': 1},\n",
       "      {'value': '13', 'count': 1},\n",
       "      {'value': '12', 'count': 1},\n",
       "      {'value': '11', 'count': 1},\n",
       "      {'value': '10', 'count': 1},\n",
       "      {'value': '1', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'},\n",
       "   'firstName': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': 'William', 'count': 1},\n",
       "      {'value': 'PAUL', 'count': 1},\n",
       "      {'value': 'NiELS', 'count': 1},\n",
       "      {'value': 'Max!!!', 'count': 1},\n",
       "      {'value': 'Marie', 'count': 1},\n",
       "      {'value': 'Luis', 'count': 1},\n",
       "      {'value': 'Johannes', 'count': 1},\n",
       "      {'value': 'JaMES', 'count': 1},\n",
       "      {'value': 'JAMES', 'count': 1},\n",
       "      {'value': 'Isaac', 'count': 1},\n",
       "      {'value': 'Galileo', 'count': 1},\n",
       "      {'value': 'Fred', 'count': 1},\n",
       "      {'value': 'Emmy%%', 'count': 1},\n",
       "      {'value': 'David', 'count': 1},\n",
       "      {'value': 'CaRL', 'count': 1},\n",
       "      {'value': 'Arthur', 'count': 1},\n",
       "      {'value': 'André', 'count': 1},\n",
       "      {'value': 'Albert', 'count': 1},\n",
       "      {'value': '(((   Heinrich )))))', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'},\n",
       "   'lastName': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': 'dirac$', 'count': 1},\n",
       "      {'value': 'Planck!!!', 'count': 1},\n",
       "      {'value': 'Nöether$', 'count': 1},\n",
       "      {'value': 'Newton', 'count': 1},\n",
       "      {'value': 'M$$ax%%well', 'count': 1},\n",
       "      {'value': 'KEPLER', 'count': 1},\n",
       "      {'value': 'Hoy&&&le', 'count': 1},\n",
       "      {'value': 'Hertz', 'count': 1},\n",
       "      {'value': 'H$$$ilbert', 'count': 1},\n",
       "      {'value': 'Gilbert###', 'count': 1},\n",
       "      {'value': 'Ga%%%uss', 'count': 1},\n",
       "      {'value': 'Einstein', 'count': 1},\n",
       "      {'value': 'Chadwick', 'count': 1},\n",
       "      {'value': 'CURIE', 'count': 1},\n",
       "      {'value': 'COM%%%pton', 'count': 1},\n",
       "      {'value': 'Böhr//((%%', 'count': 1},\n",
       "      {'value': 'Ampère', 'count': 1},\n",
       "      {'value': 'Alvarez$$%!', 'count': 1},\n",
       "      {'value': '             GALiLEI', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'},\n",
       "   'billingId': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '992', 'count': 1},\n",
       "      {'value': '912', 'count': 1},\n",
       "      {'value': '886', 'count': 1},\n",
       "      {'value': '875', 'count': 1},\n",
       "      {'value': '812', 'count': 1},\n",
       "      {'value': '735', 'count': 1},\n",
       "      {'value': '672', 'count': 1},\n",
       "      {'value': '634', 'count': 1},\n",
       "      {'value': '624', 'count': 1},\n",
       "      {'value': '553', 'count': 1},\n",
       "      {'value': '551', 'count': 1},\n",
       "      {'value': '521', 'count': 1},\n",
       "      {'value': '467', 'count': 1},\n",
       "      {'value': '423', 'count': 1},\n",
       "      {'value': '323', 'count': 1},\n",
       "      {'value': '234', 'count': 1},\n",
       "      {'value': '123', 'count': 1},\n",
       "      {'value': '116', 'count': 1},\n",
       "      {'value': '111', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'int'},\n",
       "   'product': {'stats': {'mismatch': 0,\n",
       "     'missing': 1,\n",
       "     'match': 18,\n",
       "     'frequency': [{'value': 'pizza', 'count': 4},\n",
       "      {'value': 'taco', 'count': 3},\n",
       "      {'value': 'pasta', 'count': 2},\n",
       "      {'value': 'taaaccoo', 'count': 1},\n",
       "      {'value': 'pizzza', 'count': 1},\n",
       "      {'value': 'piza', 'count': 1},\n",
       "      {'value': 'hamburguer', 'count': 1},\n",
       "      {'value': 'arepa', 'count': 1},\n",
       "      {'value': 'Rice', 'count': 1},\n",
       "      {'value': 'Cake', 'count': 1},\n",
       "      {'value': 'BEER', 'count': 1},\n",
       "      {'value': '110790', 'count': 1}],\n",
       "     'count_uniques': 12},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'},\n",
       "   'price': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '8', 'count': 6},\n",
       "      {'value': '3', 'count': 4},\n",
       "      {'value': '9', 'count': 2},\n",
       "      {'value': '5', 'count': 2},\n",
       "      {'value': '10', 'count': 2},\n",
       "      {'value': '4', 'count': 1},\n",
       "      {'value': '2', 'count': 1},\n",
       "      {'value': '1', 'count': 1}],\n",
       "     'count_uniques': 8},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'int'},\n",
       "   'birth': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '2000/03/22', 'count': 1},\n",
       "      {'value': '1999/02/15', 'count': 1},\n",
       "      {'value': '1997/06/27', 'count': 1},\n",
       "      {'value': '1994/01/04', 'count': 1},\n",
       "      {'value': '1993/12/08', 'count': 1},\n",
       "      {'value': '1990/07/11', 'count': 1},\n",
       "      {'value': '1990/07/09', 'count': 1},\n",
       "      {'value': '1980/07/07', 'count': 1},\n",
       "      {'value': '1970/07/13', 'count': 1},\n",
       "      {'value': '1958/03/26', 'count': 1},\n",
       "      {'value': '1956/11/30', 'count': 1},\n",
       "      {'value': '1954/07/10', 'count': 1},\n",
       "      {'value': '1950/07/14', 'count': 1},\n",
       "      {'value': '1950/07/08', 'count': 1},\n",
       "      {'value': '1930/08/12', 'count': 1},\n",
       "      {'value': '1923/03/12', 'count': 1},\n",
       "      {'value': '1921/05/03', 'count': 1},\n",
       "      {'value': '1920/04/22', 'count': 1},\n",
       "      {'value': '1899/01/01', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'date'},\n",
       "   'dummyCol': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': 'you', 'count': 3},\n",
       "      {'value': 'gonna', 'count': 3},\n",
       "      {'value': 'never', 'count': 2},\n",
       "      {'value': '#', 'count': 2},\n",
       "      {'value': 'up', 'count': 1},\n",
       "      {'value': 'run ', 'count': 1},\n",
       "      {'value': 'never ', 'count': 1},\n",
       "      {'value': 'let', 'count': 1},\n",
       "      {'value': 'give', 'count': 1},\n",
       "      {'value': 'down', 'count': 1},\n",
       "      {'value': 'desert', 'count': 1},\n",
       "      {'value': 'around', 'count': 1},\n",
       "      {'value': 'and', 'count': 1}],\n",
       "     'count_uniques': 13},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'}},\n",
       "  'name': None,\n",
       "  'file_name': 'tmpd9yzm44r.csv',\n",
       "  'summary': {'cols_count': 8,\n",
       "   'rows_count': 19,\n",
       "   'size': '1.3 kB',\n",
       "   'dtypes_list': ['object'],\n",
       "   'total_count_dtypes': 1,\n",
       "   'missing_count': 1,\n",
       "   'p_missing': 5.26},\n",
       "  'id': {'columns': {'profiler_dtype': 'string'}}}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1\n",
       "1    2\n",
       "dtype: int32"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "ser = pd.Series([\"1\", \"2\"], dtype='object')\n",
    "ser.astype(int)\n",
    "# ser.dtypes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'tmpd9yzm44r.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'utf-8',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'lineterminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}],\n",
       " 'transformations': {'actions': {}},\n",
       " 'profile': {'columns': {'id': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '9', 'count': 1},\n",
       "      {'value': '8', 'count': 1},\n",
       "      {'value': '7', 'count': 1},\n",
       "      {'value': '6', 'count': 1},\n",
       "      {'value': '5', 'count': 1},\n",
       "      {'value': '4', 'count': 1},\n",
       "      {'value': '3', 'count': 1},\n",
       "      {'value': '2', 'count': 1},\n",
       "      {'value': '19', 'count': 1},\n",
       "      {'value': '18', 'count': 1},\n",
       "      {'value': '17', 'count': 1},\n",
       "      {'value': '16', 'count': 1},\n",
       "      {'value': '15', 'count': 1},\n",
       "      {'value': '14', 'count': 1},\n",
       "      {'value': '13', 'count': 1},\n",
       "      {'value': '12', 'count': 1},\n",
       "      {'value': '11', 'count': 1},\n",
       "      {'value': '10', 'count': 1},\n",
       "      {'value': '1', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'int'},\n",
       "   'firstName': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': 'William', 'count': 1},\n",
       "      {'value': 'PAUL', 'count': 1},\n",
       "      {'value': 'NiELS', 'count': 1},\n",
       "      {'value': 'Max!!!', 'count': 1},\n",
       "      {'value': 'Marie', 'count': 1},\n",
       "      {'value': 'Luis', 'count': 1},\n",
       "      {'value': 'Johannes', 'count': 1},\n",
       "      {'value': 'JaMES', 'count': 1},\n",
       "      {'value': 'JAMES', 'count': 1},\n",
       "      {'value': 'Isaac', 'count': 1},\n",
       "      {'value': 'Galileo', 'count': 1},\n",
       "      {'value': 'Fred', 'count': 1},\n",
       "      {'value': 'Emmy%%', 'count': 1},\n",
       "      {'value': 'David', 'count': 1},\n",
       "      {'value': 'CaRL', 'count': 1},\n",
       "      {'value': 'Arthur', 'count': 1},\n",
       "      {'value': 'André', 'count': 1},\n",
       "      {'value': 'Albert', 'count': 1},\n",
       "      {'value': '(((   Heinrich )))))', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'},\n",
       "   'lastName': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': 'dirac$', 'count': 1},\n",
       "      {'value': 'Planck!!!', 'count': 1},\n",
       "      {'value': 'Nöether$', 'count': 1},\n",
       "      {'value': 'Newton', 'count': 1},\n",
       "      {'value': 'M$$ax%%well', 'count': 1},\n",
       "      {'value': 'KEPLER', 'count': 1},\n",
       "      {'value': 'Hoy&&&le', 'count': 1},\n",
       "      {'value': 'Hertz', 'count': 1},\n",
       "      {'value': 'H$$$ilbert', 'count': 1},\n",
       "      {'value': 'Gilbert###', 'count': 1},\n",
       "      {'value': 'Ga%%%uss', 'count': 1},\n",
       "      {'value': 'Einstein', 'count': 1},\n",
       "      {'value': 'Chadwick', 'count': 1},\n",
       "      {'value': 'CURIE', 'count': 1},\n",
       "      {'value': 'COM%%%pton', 'count': 1},\n",
       "      {'value': 'Böhr//((%%', 'count': 1},\n",
       "      {'value': 'Ampère', 'count': 1},\n",
       "      {'value': 'Alvarez$$%!', 'count': 1},\n",
       "      {'value': '             GALiLEI', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'},\n",
       "   'billingId': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '992', 'count': 1},\n",
       "      {'value': '912', 'count': 1},\n",
       "      {'value': '886', 'count': 1},\n",
       "      {'value': '875', 'count': 1},\n",
       "      {'value': '812', 'count': 1},\n",
       "      {'value': '735', 'count': 1},\n",
       "      {'value': '672', 'count': 1},\n",
       "      {'value': '634', 'count': 1},\n",
       "      {'value': '624', 'count': 1},\n",
       "      {'value': '553', 'count': 1},\n",
       "      {'value': '551', 'count': 1},\n",
       "      {'value': '521', 'count': 1},\n",
       "      {'value': '467', 'count': 1},\n",
       "      {'value': '423', 'count': 1},\n",
       "      {'value': '323', 'count': 1},\n",
       "      {'value': '234', 'count': 1},\n",
       "      {'value': '123', 'count': 1},\n",
       "      {'value': '116', 'count': 1},\n",
       "      {'value': '111', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'int'},\n",
       "   'product': {'stats': {'mismatch': 0,\n",
       "     'missing': 1,\n",
       "     'match': 18,\n",
       "     'frequency': [{'value': 'pizza', 'count': 4},\n",
       "      {'value': 'taco', 'count': 3},\n",
       "      {'value': 'pasta', 'count': 2},\n",
       "      {'value': 'taaaccoo', 'count': 1},\n",
       "      {'value': 'pizzza', 'count': 1},\n",
       "      {'value': 'piza', 'count': 1},\n",
       "      {'value': 'hamburguer', 'count': 1},\n",
       "      {'value': 'arepa', 'count': 1},\n",
       "      {'value': 'Rice', 'count': 1},\n",
       "      {'value': 'Cake', 'count': 1},\n",
       "      {'value': 'BEER', 'count': 1},\n",
       "      {'value': '110790', 'count': 1}],\n",
       "     'count_uniques': 12},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'},\n",
       "   'price': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '8', 'count': 6},\n",
       "      {'value': '3', 'count': 4},\n",
       "      {'value': '9', 'count': 2},\n",
       "      {'value': '5', 'count': 2},\n",
       "      {'value': '10', 'count': 2},\n",
       "      {'value': '4', 'count': 1},\n",
       "      {'value': '2', 'count': 1},\n",
       "      {'value': '1', 'count': 1}],\n",
       "     'count_uniques': 8},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'int'},\n",
       "   'birth': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': '2000/03/22', 'count': 1},\n",
       "      {'value': '1999/02/15', 'count': 1},\n",
       "      {'value': '1997/06/27', 'count': 1},\n",
       "      {'value': '1994/01/04', 'count': 1},\n",
       "      {'value': '1993/12/08', 'count': 1},\n",
       "      {'value': '1990/07/11', 'count': 1},\n",
       "      {'value': '1990/07/09', 'count': 1},\n",
       "      {'value': '1980/07/07', 'count': 1},\n",
       "      {'value': '1970/07/13', 'count': 1},\n",
       "      {'value': '1958/03/26', 'count': 1},\n",
       "      {'value': '1956/11/30', 'count': 1},\n",
       "      {'value': '1954/07/10', 'count': 1},\n",
       "      {'value': '1950/07/14', 'count': 1},\n",
       "      {'value': '1950/07/08', 'count': 1},\n",
       "      {'value': '1930/08/12', 'count': 1},\n",
       "      {'value': '1923/03/12', 'count': 1},\n",
       "      {'value': '1921/05/03', 'count': 1},\n",
       "      {'value': '1920/04/22', 'count': 1},\n",
       "      {'value': '1899/01/01', 'count': 1}],\n",
       "     'count_uniques': 19},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'date'},\n",
       "   'dummyCol': {'stats': {'mismatch': 0,\n",
       "     'missing': 0,\n",
       "     'match': 19,\n",
       "     'frequency': [{'value': 'you', 'count': 3},\n",
       "      {'value': 'gonna', 'count': 3},\n",
       "      {'value': 'never', 'count': 2},\n",
       "      {'value': '#', 'count': 2},\n",
       "      {'value': 'up', 'count': 1},\n",
       "      {'value': 'run ', 'count': 1},\n",
       "      {'value': 'never ', 'count': 1},\n",
       "      {'value': 'let', 'count': 1},\n",
       "      {'value': 'give', 'count': 1},\n",
       "      {'value': 'down', 'count': 1},\n",
       "      {'value': 'desert', 'count': 1},\n",
       "      {'value': 'around', 'count': 1},\n",
       "      {'value': 'and', 'count': 1}],\n",
       "     'count_uniques': 13},\n",
       "    'dtype': 'object',\n",
       "    'profiler_dtype': 'string'}},\n",
       "  'name': None,\n",
       "  'file_name': 'tmpd9yzm44r.csv',\n",
       "  'summary': {'cols_count': 8,\n",
       "   'rows_count': 19,\n",
       "   'size': '1.3 kB',\n",
       "   'dtypes_list': ['object'],\n",
       "   'total_count_dtypes': 1,\n",
       "   'missing_count': 1,\n",
       "   'p_missing': 5.26}}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf = df1.ext.buffer_window(\"*\", 0, 19).cols.unnest(\"birth\", separator=\"/\", splits=2, output_cols=\"birth\")[:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'category'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf.cols.dtypes(\"birth\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id              uint8\n",
       "firstName    category\n",
       "lastName     category\n",
       "billingId      uint16\n",
       "product      category\n",
       "price           uint8\n",
       "birth        category\n",
       "dummyCol     category\n",
       "birth_0        object\n",
       "birth_1        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pdf' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-64-a6e879fb818f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"birth\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msub\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"/\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'pdf' is not defined"
     ]
    }
   ],
   "source": [
    "pdf.cols.find(\"birth\", sub=[\"/\"]).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = op.load.csv(\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\", sep=\",\", error_bad_lines=False, header=True, null_value=\"null\", infer_schema=\"true\", encoding=\"UTF-8\", quoting=0, lineterminator=None, cache=True).ext.cache()\n",
    "df = df.rows.drop( df[\"lastName\"].isin([\"KEPLER\",\"Hoy&&&le\",\"Hertz\",\"H$$$ilbert\",\"Gilbert###\"]) ).ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from dask.distributed import Client, LocalCluster\n",
    "# cluster = LocalCluster()\n",
    "# client = Client(cluster)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pclass</th>\n",
       "      <th>survived</th>\n",
       "      <th>name</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>ticket</th>\n",
       "      <th>fare</th>\n",
       "      <th>cabin</th>\n",
       "      <th>embarked</th>\n",
       "      <th>boat</th>\n",
       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St Louis, MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>female</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pclass  survived                                             name     sex  \\\n",
       "0       1         1                    Allen, Miss. Elisabeth Walton  female   \n",
       "1       1         1                   Allison, Master. Hudson Trevor    male   \n",
       "2       1         0                     Allison, Miss. Helen Loraine  female   \n",
       "3       1         0             Allison, Mr. Hudson Joshua Creighton    male   \n",
       "4       1         0  Allison, Mrs. Hudson J C (Bessie Waldo Daniels)  female   \n",
       "\n",
       "       age  sibsp  parch  ticket      fare    cabin embarked boat   body  \\\n",
       "0  29.0000      0      0   24160  211.3375       B5        S    2    NaN   \n",
       "1   0.9167      1      2  113781  151.5500  C22 C26        S   11    NaN   \n",
       "2   2.0000      1      2  113781  151.5500  C22 C26        S  NaN    NaN   \n",
       "3  30.0000      1      2  113781  151.5500  C22 C26        S  NaN  135.0   \n",
       "4  25.0000      1      2  113781  151.5500  C22 C26        S  NaN    NaN   \n",
       "\n",
       "                         home.dest  \n",
       "0                     St Louis, MO  \n",
       "1  Montreal, PQ / Chesterville, ON  \n",
       "2  Montreal, PQ / Chesterville, ON  \n",
       "3  Montreal, PQ / Chesterville, ON  \n",
       "4  Montreal, PQ / Chesterville, ON  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = op.load.file(\"data/nvidia.xlsx\", n_rows=10).ext.cache()\n",
    "df.head()\n",
    "# df= df.ext.optimize()\n",
    "# df = op.load.file(\"data/Meteorite_Landings.csv\", n_rows=100).ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 100 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "df.ext.set_buffer(\"*\")\n",
    "pdf = df.ext.get_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name             object\n",
       "id                uint8\n",
       "nametype       category\n",
       "recclass       category\n",
       "mass (g)         object\n",
       "fall           category\n",
       "year             object\n",
       "reclat           object\n",
       "reclong          object\n",
       "GeoLocation      object\n",
       "dtype: object"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         21\n",
       "1        720\n",
       "2     107000\n",
       "3       1914\n",
       "4        780\n",
       "       ...  \n",
       "95     25000\n",
       "96     19000\n",
       "97    1770.5\n",
       "98      3880\n",
       "99     45000\n",
       "Name: mass (g), Length: 100, dtype: object"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"mass (g)\"].compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fastnumbers.isreal(1, num_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fastnumbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf = df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'>' not supported between instances of 'str' and 'int'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-245-48656fdb86bb>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbetween\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'mass (g)'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m200\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\pandas\\rows.py\u001b[0m in \u001b[0;36mbetween\u001b[1;34m(columns, lower_bound, upper_bound, invert, equal, bounds)\u001b[0m\n\u001b[0;32m    195\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    196\u001b[0m             \u001b[1;32mfor\u001b[0m \u001b[0mcol_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 197\u001b[1;33m                 \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_between\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    198\u001b[0m             \u001b[1;31m# df = df.meta.preserve(self, Actions.DROP_ROW.value, df.cols.names())\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    199\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\pandas\\rows.py\u001b[0m in \u001b[0;36m_between\u001b[1;34m(_col_name)\u001b[0m\n\u001b[0;32m    189\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mbound\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mbounds\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    190\u001b[0m                     \u001b[0m_lower_bound\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_upper_bound\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbound\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 191\u001b[1;33m                     \u001b[0msub_query\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mopb\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mop1\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0m_col_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_lower_bound\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0m_col_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_upper_bound\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    192\u001b[0m                 \u001b[0mquery\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunctools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreduce\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moperator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__or__\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msub_query\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    193\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\common.py\u001b[0m in \u001b[0;36mnew_method\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m     62\u001b[0m         \u001b[0mother\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     63\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 64\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     65\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     66\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m    527\u001b[0m         \u001b[0mrvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mextract_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mextract_numpy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    528\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 529\u001b[1;33m         \u001b[0mres_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcomparison_op\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    530\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    531\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0m_construct_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mres_values\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mres_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\array_ops.py\u001b[0m in \u001b[0;36mcomparison_op\u001b[1;34m(left, right, op)\u001b[0m\n\u001b[0;32m    245\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    246\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 247\u001b[1;33m         \u001b[0mres_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcomp_method_OBJECT_ARRAY\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    248\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    249\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\array_ops.py\u001b[0m in \u001b[0;36mcomp_method_OBJECT_ARRAY\u001b[1;34m(op, x, y)\u001b[0m\n\u001b[0;32m     55\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvec_compare\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     56\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 57\u001b[1;33m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscalar_compare\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     58\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     59\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\ops.pyx\u001b[0m in \u001b[0;36mpandas._libs.ops.scalar_compare\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '>' not supported between instances of 'str' and 'int'"
     ]
    }
   ],
   "source": [
    "pdf.rows.between('mass (g)',10,200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     True\n",
       "1     True\n",
       "2     True\n",
       "3     True\n",
       "4     True\n",
       "      ... \n",
       "95    True\n",
       "96    True\n",
       "97    True\n",
       "98    True\n",
       "99    True\n",
       "Length: 100, dtype: bool"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def func(value):       \n",
    "#     print(value, fastnumbers.isreal(value) and value==value)\n",
    "    if fastnumbers.isreal(value) is True and value==value:        \n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "    \n",
    "df['mass (g)'].apply(func, meta=bool).compute()\n",
    "# pdf['mass (g)'].apply(func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "a = pd.to_numeric(df[\"mass (g)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Metadata inference failed in `query`.\n\nYou have supplied a custom function and Dask is unable to \ndetermine the type of output that that function returns. \n\nTo resolve this please provide a meta= keyword.\nThe docstring of the Dask function you ran should have more information.\n\nOriginal error is below:\n------------------------\nTypeError(\"'<=' not supported between instances of 'str' and 'int'\")\n\nTraceback:\n---------\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\utils.py\", line 172, in raise_on_meta_error\n    yield\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\", line 4941, in _emulate\n    return func(*_extract_meta(args, True), **_extract_meta(kwargs, True))\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\utils.py\", line 880, in __call__\n    return getattr(obj, self.method)(*args, **kwargs)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py\", line 3231, in query\n    res = self.eval(expr, **kwargs)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py\", line 3346, in eval\n    return _eval(expr, inplace=inplace, **kwargs)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\eval.py\", line 337, in eval\n    ret = eng_inst.evaluate()\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\engines.py\", line 127, in evaluate\n    return self.expr()\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\expr.py\", line 771, in __call__\n    return self.terms(self.env)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\ops.py\", line 396, in __call__\n    return self.func(left, right)\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\utils.py\u001b[0m in \u001b[0;36mraise_on_meta_error\u001b[1;34m(funcname, udf)\u001b[0m\n\u001b[0;32m    171\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 172\u001b[1;33m         \u001b[1;32myield\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    173\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m_emulate\u001b[1;34m(func, *args, **kwargs)\u001b[0m\n\u001b[0;32m   4940\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0mraise_on_meta_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuncname\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mudf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"udf\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4941\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0m_extract_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0m_extract_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4942\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\utils.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, obj, *args, **kwargs)\u001b[0m\n\u001b[0;32m    879\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 880\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    881\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mquery\u001b[1;34m(self, expr, inplace, **kwargs)\u001b[0m\n\u001b[0;32m   3230\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"target\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3231\u001b[1;33m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexpr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3232\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36meval\u001b[1;34m(self, expr, inplace, **kwargs)\u001b[0m\n\u001b[0;32m   3345\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3346\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_eval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexpr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3347\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\eval.py\u001b[0m in \u001b[0;36meval\u001b[1;34m(expr, parser, engine, truediv, local_dict, global_dict, resolvers, level, target, inplace)\u001b[0m\n\u001b[0;32m    336\u001b[0m         \u001b[0meng_inst\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0meng\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparsed_expr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 337\u001b[1;33m         \u001b[0mret\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0meng_inst\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    338\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\engines.py\u001b[0m in \u001b[0;36mevaluate\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    126\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mevaluate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexpr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    128\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\expr.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    770\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 771\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mterms\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    772\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\ops.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, env)\u001b[0m\n\u001b[0;32m    395\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 396\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mleft\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mright\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    397\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '<=' not supported between instances of 'str' and 'int'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-148-885d83729ae5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"'mass (g)'<=10000\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mquery\u001b[1;34m(self, expr, **kwargs)\u001b[0m\n\u001b[0;32m   3707\u001b[0m         \u001b[0mpandas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3708\u001b[0m         \"\"\"\n\u001b[1;32m-> 3709\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_partitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mM\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexpr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3710\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3711\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mderived_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mmap_partitions\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    636\u001b[0m         \u001b[1;33m>>\u001b[0m\u001b[1;33m>\u001b[0m \u001b[0mddf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_partitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclear_divisions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# doctest: +SKIP\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    637\u001b[0m         \"\"\"\n\u001b[1;32m--> 638\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mmap_partitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    639\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    640\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0minsert_meta_param_description\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpad\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mmap_partitions\u001b[1;34m(func, meta, enforce_metadata, transform_divisions, *args, **kwargs)\u001b[0m\n\u001b[0;32m   4989\u001b[0m         \u001b[1;31m# Use non-normalized kwargs here, as we want the real values (not\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4990\u001b[0m         \u001b[1;31m# delayed values)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4991\u001b[1;33m         \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_emulate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mudf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4992\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4993\u001b[0m         \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmake_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmeta_index\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m_emulate\u001b[1;34m(func, *args, **kwargs)\u001b[0m\n\u001b[0;32m   4939\u001b[0m     \"\"\"\n\u001b[0;32m   4940\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0mraise_on_meta_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuncname\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mudf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"udf\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4941\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0m_extract_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0m_extract_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4942\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4943\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\contextlib.py\u001b[0m in \u001b[0;36m__exit__\u001b[1;34m(self, type, value, traceback)\u001b[0m\n\u001b[0;32m    128\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    129\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 130\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthrow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    131\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    132\u001b[0m                 \u001b[1;31m# Suppress StopIteration *unless* it's the same exception that\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\utils.py\u001b[0m in \u001b[0;36mraise_on_meta_error\u001b[1;34m(funcname, udf)\u001b[0m\n\u001b[0;32m    191\u001b[0m         )\n\u001b[0;32m    192\u001b[0m         \u001b[0mmsg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmsg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\" in `{0}`\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuncname\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mfuncname\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrepr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 193\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    194\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    195\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Metadata inference failed in `query`.\n\nYou have supplied a custom function and Dask is unable to \ndetermine the type of output that that function returns. \n\nTo resolve this please provide a meta= keyword.\nThe docstring of the Dask function you ran should have more information.\n\nOriginal error is below:\n------------------------\nTypeError(\"'<=' not supported between instances of 'str' and 'int'\")\n\nTraceback:\n---------\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\utils.py\", line 172, in raise_on_meta_error\n    yield\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\", line 4941, in _emulate\n    return func(*_extract_meta(args, True), **_extract_meta(kwargs, True))\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\utils.py\", line 880, in __call__\n    return getattr(obj, self.method)(*args, **kwargs)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py\", line 3231, in query\n    res = self.eval(expr, **kwargs)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py\", line 3346, in eval\n    return _eval(expr, inplace=inplace, **kwargs)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\eval.py\", line 337, in eval\n    ret = eng_inst.evaluate()\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\engines.py\", line 127, in evaluate\n    return self.expr()\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\expr.py\", line 771, in __call__\n    return self.terms(self.env)\n  File \"C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\computation\\ops.py\", line 396, in __call__\n    return self.func(left, right)\n"
     ]
    }
   ],
   "source": [
    "df.query(\"'mass (g)'<=10000\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'>=' not supported between instances of 'str' and 'int'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-137-45643f89e9fc>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0m_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_window\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m75\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m113\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[1;33m(\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_buffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"mass (g)\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m>=\u001b[0m\u001b[1;36m9000\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m&\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_buffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"mass (g)\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m<=\u001b[0m\u001b[1;36m10000\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\common.py\u001b[0m in \u001b[0;36mnew_method\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m     62\u001b[0m         \u001b[0mother\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     63\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 64\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     65\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     66\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m    527\u001b[0m         \u001b[0mrvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mextract_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mextract_numpy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    528\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 529\u001b[1;33m         \u001b[0mres_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcomparison_op\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    530\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    531\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0m_construct_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mres_values\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mres_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\array_ops.py\u001b[0m in \u001b[0;36mcomparison_op\u001b[1;34m(left, right, op)\u001b[0m\n\u001b[0;32m    245\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    246\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 247\u001b[1;33m         \u001b[0mres_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcomp_method_OBJECT_ARRAY\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    248\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    249\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\ops\\array_ops.py\u001b[0m in \u001b[0;36mcomp_method_OBJECT_ARRAY\u001b[1;34m(op, x, y)\u001b[0m\n\u001b[0;32m     55\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvec_compare\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     56\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 57\u001b[1;33m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscalar_compare\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     58\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     59\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\ops.pyx\u001b[0m in \u001b[0;36mpandas._libs.ops.scalar_compare\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '>=' not supported between instances of 'str' and 'int'"
     ]
    }
   ],
   "source": [
    "_output = df.ext.buffer_window(\"*\", 75, 113).rows.find( (df.ext.get_buffer()[\"mass (g)\"]>=9000) & (df.ext.get_buffer()[\"mass (g)\"]<=10000) ).ext.to_json(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[3, 4], [9, 10], [10, 11], [11, 12], [18, 19], [23, 24]]\n",
      "[[11, 12], [16, 17], [24, 25]]\n",
      "[[11, 12], [22, 23], [23, 24], [24, 25], [25, 26], [26, 27], [27, 28]]\n",
      "[[11, 12], [22, 23], [23, 24], [24, 25], [25, 26], [26, 27]]\n",
      "[[13, 14], [25, 26], [26, 27], [27, 28], [28, 29]]\n",
      "[[7, 8], [8, 9], [9, 10], [10, 11], [11, 12], [20, 21], [21, 22], [22, 23], [23, 24], [24, 25]]\n",
      "[[11, 12], [24, 25]]\n",
      "[[11, 12], [15, 16], [23, 24]]\n",
      "[[9, 10], [10, 11], [11, 12], [12, 13], [13, 14], [28, 29]]\n",
      "[[5, 6], [13, 14], [25, 26], [26, 27], [27, 28], [28, 29]]\n",
      "[[9, 10], [11, 12], [22, 23], [25, 26]]\n",
      "[[6, 7], [11, 12], [23, 24]]\n",
      "[[3, 4], [11, 12], [23, 24]]\n",
      "[[11, 12], [19, 20], [21, 22], [22, 23], [23, 24], [24, 25]]\n",
      "[[11, 12], [21, 22], [22, 23], [23, 24], [24, 25]]\n",
      "[[10, 11], [22, 23]]\n",
      "[[11, 12], [24, 25]]\n",
      "[[11, 12], [24, 25]]\n",
      "[[8, 9], [11, 12], [21, 22], [22, 23], [23, 24], [24, 25]]\n",
      "[[11, 12], [18, 19], [23, 24]]\n",
      "[[8, 9], [9, 10], [10, 11], [11, 12], [19, 20], [24, 25]]\n",
      "[[5, 6], [6, 7], [7, 8], [8, 9], [9, 10], [10, 11], [23, 24]]\n",
      "[[11, 12], [18, 19], [23, 24]]\n",
      "[[11, 12], [25, 26]]\n",
      "[[11, 12], [24, 25]]\n",
      "[[11, 12], [20, 21], [21, 22], [22, 23], [23, 24]]\n",
      "[[3, 4], [8, 9], [9, 10], [10, 11], [11, 12], [24, 25]]\n",
      "[[11, 12], [16, 17], [21, 22], [22, 23], [23, 24], [24, 25]]\n",
      "[[11, 12], [26, 27]]\n",
      "[[11, 12], [18, 19], [27, 28]]\n",
      "[[3, 4], [11, 12], [24, 25]]\n",
      "[[11, 12], [24, 25]]\n",
      "[[11, 12], [21, 22], [22, 23], [23, 24], [24, 25]]\n",
      "[[11, 12], [24, 25]]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "      <th>new GeoLocation</th>\n",
       "      <th>GeoLocation__match_positions__</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.775000</td>\n",
       "      <td>6.083330</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "      <td>(50.775000, .083330)</td>\n",
       "      <td>[[3, 4], [9, 10], [10, 11], [11, 12], [18, 19]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.183330</td>\n",
       "      <td>10.233330</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "      <td>(5.183330, 10.233330)</td>\n",
       "      <td>[[11, 12], [16, 17], [24, 25]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.216670</td>\n",
       "      <td>-113.000000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "      <td>(54.2170, -113.000000)</td>\n",
       "      <td>[[11, 12], [22, 23], [23, 24], [24, 25], [25, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.883330</td>\n",
       "      <td>-99.900000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "      <td>(1.883330, -99.900000)</td>\n",
       "      <td>[[11, 12], [22, 23], [23, 24], [24, 25], [25, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.166670</td>\n",
       "      <td>-64.950000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "      <td>(-33.170, -4.950000)</td>\n",
       "      <td>[[13, 14], [25, 26], [26, 27], [27, 28], [28, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adhi Kot</td>\n",
       "      <td>379</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>4239</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1919 12:00:00 AM</td>\n",
       "      <td>32.100000</td>\n",
       "      <td>71.800000</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "      <td>[[7, 8], [8, 9], [9, 10], [10, 11], [11, 12], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adzhi-Bogdo (stone)</td>\n",
       "      <td>390</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL3-6</td>\n",
       "      <td>910</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>44.833330</td>\n",
       "      <td>95.166670</td>\n",
       "      <td>(44.833330, 95.166670)</td>\n",
       "      <td>(44.833330, 95.170)</td>\n",
       "      <td>[[11, 12], [24, 25]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agen</td>\n",
       "      <td>392</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>30000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1814 12:00:00 AM</td>\n",
       "      <td>44.216670</td>\n",
       "      <td>0.616670</td>\n",
       "      <td>(44.216670, 0.616670)</td>\n",
       "      <td>(44.2170, 0.170)</td>\n",
       "      <td>[[11, 12], [15, 16], [23, 24]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Aguada</td>\n",
       "      <td>398</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>1620</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1930 12:00:00 AM</td>\n",
       "      <td>-31.600000</td>\n",
       "      <td>-65.233330</td>\n",
       "      <td>(-31.600000, -65.233330)</td>\n",
       "      <td>(-31.00000, -5.233330)</td>\n",
       "      <td>[[9, 10], [10, 11], [11, 12], [12, 13], [13, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aguila Blanca</td>\n",
       "      <td>417</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>1440</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1920 12:00:00 AM</td>\n",
       "      <td>-30.866670</td>\n",
       "      <td>-64.550000</td>\n",
       "      <td>(-30.866670, -64.550000)</td>\n",
       "      <td>(-30.870, -4.550000)</td>\n",
       "      <td>[[5, 6], [13, 14], [25, 26], [26, 27], [27, 28...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Aioun el Atrouss</td>\n",
       "      <td>423</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Diogenite-pm</td>\n",
       "      <td>1000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1974 12:00:00 AM</td>\n",
       "      <td>16.398060</td>\n",
       "      <td>-9.570280</td>\n",
       "      <td>(16.398060, -9.570280)</td>\n",
       "      <td>(1.39800, -9.570280)</td>\n",
       "      <td>[[9, 10], [11, 12], [22, 23], [25, 26]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aïr</td>\n",
       "      <td>424</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>24000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1925 12:00:00 AM</td>\n",
       "      <td>19.083330</td>\n",
       "      <td>8.383330</td>\n",
       "      <td>(19.083330, 8.383330)</td>\n",
       "      <td>(19.083330, 8.383330)</td>\n",
       "      <td>[[6, 7], [11, 12], [23, 24]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aire-sur-la-Lys</td>\n",
       "      <td>425</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1769 12:00:00 AM</td>\n",
       "      <td>50.666670</td>\n",
       "      <td>2.333330</td>\n",
       "      <td>(50.666670, 2.333330)</td>\n",
       "      <td>(50.70, 2.333330)</td>\n",
       "      <td>[[3, 4], [11, 12], [23, 24]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Akaba</td>\n",
       "      <td>426</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>779</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>29.516670</td>\n",
       "      <td>35.050000</td>\n",
       "      <td>(29.516670, 35.050000)</td>\n",
       "      <td>(29.5170, 35.050000)</td>\n",
       "      <td>[[11, 12], [19, 20], [21, 22], [22, 23], [23, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Akbarpur</td>\n",
       "      <td>427</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>1800</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1838 12:00:00 AM</td>\n",
       "      <td>29.716670</td>\n",
       "      <td>77.950000</td>\n",
       "      <td>(29.716670, 77.950000)</td>\n",
       "      <td>(29.7170, 77.950000)</td>\n",
       "      <td>[[11, 12], [21, 22], [22, 23], [23, 24], [24, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Akwanga</td>\n",
       "      <td>432</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H</td>\n",
       "      <td>3000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1959 12:00:00 AM</td>\n",
       "      <td>8.916670</td>\n",
       "      <td>8.433330</td>\n",
       "      <td>(8.916670, 8.433330)</td>\n",
       "      <td>(8.9170, 8.433330)</td>\n",
       "      <td>[[10, 11], [22, 23]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Akyumak</td>\n",
       "      <td>433</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Iron, IVA</td>\n",
       "      <td>50000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1981 12:00:00 AM</td>\n",
       "      <td>39.916670</td>\n",
       "      <td>42.816670</td>\n",
       "      <td>(39.916670, 42.816670)</td>\n",
       "      <td>(39.9170, 42.8170)</td>\n",
       "      <td>[[11, 12], [24, 25]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Al Rais</td>\n",
       "      <td>446</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CR2-an</td>\n",
       "      <td>160</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1957 12:00:00 AM</td>\n",
       "      <td>24.416670</td>\n",
       "      <td>39.516670</td>\n",
       "      <td>(24.416670, 39.516670)</td>\n",
       "      <td>(24.4170, 39.5170)</td>\n",
       "      <td>[[11, 12], [24, 25]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Al Zarnkh</td>\n",
       "      <td>447</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2001 12:00:00 AM</td>\n",
       "      <td>13.660330</td>\n",
       "      <td>28.960000</td>\n",
       "      <td>(13.660330, 28.960000)</td>\n",
       "      <td>(13.0330, 28.90000)</td>\n",
       "      <td>[[8, 9], [11, 12], [21, 22], [22, 23], [23, 24...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alais</td>\n",
       "      <td>448</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CI1</td>\n",
       "      <td>6000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1806 12:00:00 AM</td>\n",
       "      <td>44.116670</td>\n",
       "      <td>4.083330</td>\n",
       "      <td>(44.116670, 4.083330)</td>\n",
       "      <td>(44.1170, 4.083330)</td>\n",
       "      <td>[[11, 12], [18, 19], [23, 24]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Albareto</td>\n",
       "      <td>453</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L/LL4</td>\n",
       "      <td>2000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1766 12:00:00 AM</td>\n",
       "      <td>44.650000</td>\n",
       "      <td>11.016670</td>\n",
       "      <td>(44.650000, 11.016670)</td>\n",
       "      <td>(44.50000, 11.0170)</td>\n",
       "      <td>[[8, 9], [9, 10], [10, 11], [11, 12], [19, 20]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alberta</td>\n",
       "      <td>454</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>625</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>22.666670</td>\n",
       "      <td>(2.000000, 22.666670)</td>\n",
       "      <td>(2.000000, 22.70)</td>\n",
       "      <td>[[5, 6], [6, 7], [7, 8], [8, 9], [9, 10], [10,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alby sur Chéran</td>\n",
       "      <td>458</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Eucrite-mmict</td>\n",
       "      <td>252</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2002 12:00:00 AM</td>\n",
       "      <td>45.821330</td>\n",
       "      <td>6.015330</td>\n",
       "      <td>(45.821330, 6.015330)</td>\n",
       "      <td>(45.821330, .015330)</td>\n",
       "      <td>[[11, 12], [18, 19], [23, 24]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Aldsworth</td>\n",
       "      <td>461</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1835 12:00:00 AM</td>\n",
       "      <td>51.783330</td>\n",
       "      <td>-1.783330</td>\n",
       "      <td>(51.783330, -1.783330)</td>\n",
       "      <td>(51.783330, -1.783330)</td>\n",
       "      <td>[[11, 12], [25, 26]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Aleppo</td>\n",
       "      <td>462</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>3200</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1873 12:00:00 AM</td>\n",
       "      <td>36.233330</td>\n",
       "      <td>37.133330</td>\n",
       "      <td>(36.233330, 37.133330)</td>\n",
       "      <td>(3.233330, 37.133330)</td>\n",
       "      <td>[[11, 12], [24, 25]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alessandria</td>\n",
       "      <td>463</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>908</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1860 12:00:00 AM</td>\n",
       "      <td>44.883330</td>\n",
       "      <td>8.750000</td>\n",
       "      <td>(44.883330, 8.750000)</td>\n",
       "      <td>(44.883330, 8.750000)</td>\n",
       "      <td>[[11, 12], [20, 21], [21, 22], [22, 23], [23, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alexandrovsky</td>\n",
       "      <td>465</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>9251</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1900 12:00:00 AM</td>\n",
       "      <td>50.950000</td>\n",
       "      <td>31.816670</td>\n",
       "      <td>(50.950000, 31.816670)</td>\n",
       "      <td>(50.950000, 31.8170)</td>\n",
       "      <td>[[3, 4], [8, 9], [9, 10], [10, 11], [11, 12], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alfianello</td>\n",
       "      <td>466</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>228000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1883 12:00:00 AM</td>\n",
       "      <td>45.266670</td>\n",
       "      <td>10.150000</td>\n",
       "      <td>(45.266670, 10.150000)</td>\n",
       "      <td>(45.270, 10.150000)</td>\n",
       "      <td>[[11, 12], [16, 17], [21, 22], [22, 23], [23, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Allegan</td>\n",
       "      <td>2276</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>32000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1899 12:00:00 AM</td>\n",
       "      <td>42.533330</td>\n",
       "      <td>-85.883330</td>\n",
       "      <td>(42.533330, -85.883330)</td>\n",
       "      <td>(42.533330, -85.883330)</td>\n",
       "      <td>[[11, 12], [26, 27]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Allende</td>\n",
       "      <td>2278</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CV3</td>\n",
       "      <td>2000000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1969 12:00:00 AM</td>\n",
       "      <td>26.966670</td>\n",
       "      <td>-105.316670</td>\n",
       "      <td>(26.966670, -105.316670)</td>\n",
       "      <td>(2.970, -105.3170)</td>\n",
       "      <td>[[11, 12], [18, 19], [27, 28]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Almahata Sitta</td>\n",
       "      <td>48915</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Ureilite-an</td>\n",
       "      <td>3950</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2008 12:00:00 AM</td>\n",
       "      <td>20.745750</td>\n",
       "      <td>32.412750</td>\n",
       "      <td>(20.745750, 32.412750)</td>\n",
       "      <td>(20.745750, 32.412750)</td>\n",
       "      <td>[[3, 4], [11, 12], [24, 25]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Alta'ameem</td>\n",
       "      <td>2284</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>6000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1977 12:00:00 AM</td>\n",
       "      <td>35.273330</td>\n",
       "      <td>44.215560</td>\n",
       "      <td>(35.273330, 44.215560)</td>\n",
       "      <td>(35.273330, 44.21550)</td>\n",
       "      <td>[[11, 12], [24, 25]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ambapur Nagla</td>\n",
       "      <td>2290</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>6400</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1895 12:00:00 AM</td>\n",
       "      <td>27.666670</td>\n",
       "      <td>78.250000</td>\n",
       "      <td>(27.666670, 78.250000)</td>\n",
       "      <td>(27.70, 78.250000)</td>\n",
       "      <td>[[11, 12], [21, 22], [22, 23], [23, 24], [24, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Andhara</td>\n",
       "      <td>2294</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Stone-uncl</td>\n",
       "      <td>2700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>26.583330</td>\n",
       "      <td>85.566670</td>\n",
       "      <td>(26.583330, 85.566670)</td>\n",
       "      <td>(2.583330, 85.570)</td>\n",
       "      <td>[[11, 12], [24, 25]]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   name     id nametype       recclass mass (g)  fall  \\\n",
       "0                Aachen      1    Valid             L5       21  Fell   \n",
       "1                Aarhus      2    Valid             H6      720  Fell   \n",
       "2                  Abee      6    Valid            EH4   107000  Fell   \n",
       "3              Acapulco     10    Valid    Acapulcoite     1914  Fell   \n",
       "4               Achiras    370    Valid             L6      780  Fell   \n",
       "5              Adhi Kot    379    Valid            EH4     4239  Fell   \n",
       "6   Adzhi-Bogdo (stone)    390    Valid          LL3-6      910  Fell   \n",
       "7                  Agen    392    Valid             H5    30000  Fell   \n",
       "8                Aguada    398    Valid             L6     1620  Fell   \n",
       "9         Aguila Blanca    417    Valid              L     1440  Fell   \n",
       "10     Aioun el Atrouss    423    Valid   Diogenite-pm     1000  Fell   \n",
       "11                  Aïr    424    Valid             L6    24000  Fell   \n",
       "12      Aire-sur-la-Lys    425    Valid        Unknown      NaN  Fell   \n",
       "13                Akaba    426    Valid             L6      779  Fell   \n",
       "14             Akbarpur    427    Valid             H4     1800  Fell   \n",
       "15              Akwanga    432    Valid              H     3000  Fell   \n",
       "16              Akyumak    433    Valid      Iron, IVA    50000  Fell   \n",
       "17              Al Rais    446    Valid         CR2-an      160  Fell   \n",
       "18            Al Zarnkh    447    Valid            LL5      700  Fell   \n",
       "19                Alais    448    Valid            CI1     6000  Fell   \n",
       "20             Albareto    453    Valid          L/LL4     2000  Fell   \n",
       "21              Alberta    454    Valid              L      625  Fell   \n",
       "22      Alby sur Chéran    458    Valid  Eucrite-mmict      252  Fell   \n",
       "23            Aldsworth    461    Valid            LL5      700  Fell   \n",
       "24               Aleppo    462    Valid             L6     3200  Fell   \n",
       "25          Alessandria    463    Valid             H5      908  Fell   \n",
       "26        Alexandrovsky    465    Valid             H4     9251  Fell   \n",
       "27           Alfianello    466    Valid             L6   228000  Fell   \n",
       "28              Allegan   2276    Valid             H5    32000  Fell   \n",
       "29              Allende   2278    Valid            CV3  2000000  Fell   \n",
       "30       Almahata Sitta  48915    Valid    Ureilite-an     3950  Fell   \n",
       "31           Alta'ameem   2284    Valid            LL5     6000  Fell   \n",
       "32        Ambapur Nagla   2290    Valid             H5     6400  Fell   \n",
       "33              Andhara   2294    Valid     Stone-uncl     2700  Fell   \n",
       "\n",
       "                      year      reclat      reclong               GeoLocation  \\\n",
       "0   01/01/1880 12:00:00 AM   50.775000     6.083330     (50.775000, 6.083330)   \n",
       "1   01/01/1951 12:00:00 AM   56.183330    10.233330    (56.183330, 10.233330)   \n",
       "2   01/01/1952 12:00:00 AM   54.216670  -113.000000  (54.216670, -113.000000)   \n",
       "3   01/01/1976 12:00:00 AM   16.883330   -99.900000   (16.883330, -99.900000)   \n",
       "4   01/01/1902 12:00:00 AM  -33.166670   -64.950000  (-33.166670, -64.950000)   \n",
       "5   01/01/1919 12:00:00 AM   32.100000    71.800000    (32.100000, 71.800000)   \n",
       "6   01/01/1949 12:00:00 AM   44.833330    95.166670    (44.833330, 95.166670)   \n",
       "7   01/01/1814 12:00:00 AM   44.216670     0.616670     (44.216670, 0.616670)   \n",
       "8   01/01/1930 12:00:00 AM  -31.600000   -65.233330  (-31.600000, -65.233330)   \n",
       "9   01/01/1920 12:00:00 AM  -30.866670   -64.550000  (-30.866670, -64.550000)   \n",
       "10  01/01/1974 12:00:00 AM   16.398060    -9.570280    (16.398060, -9.570280)   \n",
       "11  01/01/1925 12:00:00 AM   19.083330     8.383330     (19.083330, 8.383330)   \n",
       "12  01/01/1769 12:00:00 AM   50.666670     2.333330     (50.666670, 2.333330)   \n",
       "13  01/01/1949 12:00:00 AM   29.516670    35.050000    (29.516670, 35.050000)   \n",
       "14  01/01/1838 12:00:00 AM   29.716670    77.950000    (29.716670, 77.950000)   \n",
       "15  01/01/1959 12:00:00 AM    8.916670     8.433330      (8.916670, 8.433330)   \n",
       "16  01/01/1981 12:00:00 AM   39.916670    42.816670    (39.916670, 42.816670)   \n",
       "17  01/01/1957 12:00:00 AM   24.416670    39.516670    (24.416670, 39.516670)   \n",
       "18  01/01/2001 12:00:00 AM   13.660330    28.960000    (13.660330, 28.960000)   \n",
       "19  01/01/1806 12:00:00 AM   44.116670     4.083330     (44.116670, 4.083330)   \n",
       "20  01/01/1766 12:00:00 AM   44.650000    11.016670    (44.650000, 11.016670)   \n",
       "21  01/01/1949 12:00:00 AM    2.000000    22.666670     (2.000000, 22.666670)   \n",
       "22  01/01/2002 12:00:00 AM   45.821330     6.015330     (45.821330, 6.015330)   \n",
       "23  01/01/1835 12:00:00 AM   51.783330    -1.783330    (51.783330, -1.783330)   \n",
       "24  01/01/1873 12:00:00 AM   36.233330    37.133330    (36.233330, 37.133330)   \n",
       "25  01/01/1860 12:00:00 AM   44.883330     8.750000     (44.883330, 8.750000)   \n",
       "26  01/01/1900 12:00:00 AM   50.950000    31.816670    (50.950000, 31.816670)   \n",
       "27  01/01/1883 12:00:00 AM   45.266670    10.150000    (45.266670, 10.150000)   \n",
       "28  01/01/1899 12:00:00 AM   42.533330   -85.883330   (42.533330, -85.883330)   \n",
       "29  01/01/1969 12:00:00 AM   26.966670  -105.316670  (26.966670, -105.316670)   \n",
       "30  01/01/2008 12:00:00 AM   20.745750    32.412750    (20.745750, 32.412750)   \n",
       "31  01/01/1977 12:00:00 AM   35.273330    44.215560    (35.273330, 44.215560)   \n",
       "32  01/01/1895 12:00:00 AM   27.666670    78.250000    (27.666670, 78.250000)   \n",
       "33  01/01/1880 12:00:00 AM   26.583330    85.566670    (26.583330, 85.566670)   \n",
       "\n",
       "            new GeoLocation                     GeoLocation__match_positions__  \n",
       "0      (50.775000, .083330)  [[3, 4], [9, 10], [10, 11], [11, 12], [18, 19]...  \n",
       "1     (5.183330, 10.233330)                     [[11, 12], [16, 17], [24, 25]]  \n",
       "2    (54.2170, -113.000000)  [[11, 12], [22, 23], [23, 24], [24, 25], [25, ...  \n",
       "3    (1.883330, -99.900000)  [[11, 12], [22, 23], [23, 24], [24, 25], [25, ...  \n",
       "4      (-33.170, -4.950000)  [[13, 14], [25, 26], [26, 27], [27, 28], [28, ...  \n",
       "5    (32.100000, 71.800000)  [[7, 8], [8, 9], [9, 10], [10, 11], [11, 12], ...  \n",
       "6       (44.833330, 95.170)                               [[11, 12], [24, 25]]  \n",
       "7          (44.2170, 0.170)                     [[11, 12], [15, 16], [23, 24]]  \n",
       "8    (-31.00000, -5.233330)  [[9, 10], [10, 11], [11, 12], [12, 13], [13, 1...  \n",
       "9      (-30.870, -4.550000)  [[5, 6], [13, 14], [25, 26], [26, 27], [27, 28...  \n",
       "10     (1.39800, -9.570280)            [[9, 10], [11, 12], [22, 23], [25, 26]]  \n",
       "11    (19.083330, 8.383330)                       [[6, 7], [11, 12], [23, 24]]  \n",
       "12        (50.70, 2.333330)                       [[3, 4], [11, 12], [23, 24]]  \n",
       "13     (29.5170, 35.050000)  [[11, 12], [19, 20], [21, 22], [22, 23], [23, ...  \n",
       "14     (29.7170, 77.950000)  [[11, 12], [21, 22], [22, 23], [23, 24], [24, ...  \n",
       "15       (8.9170, 8.433330)                               [[10, 11], [22, 23]]  \n",
       "16       (39.9170, 42.8170)                               [[11, 12], [24, 25]]  \n",
       "17       (24.4170, 39.5170)                               [[11, 12], [24, 25]]  \n",
       "18      (13.0330, 28.90000)  [[8, 9], [11, 12], [21, 22], [22, 23], [23, 24...  \n",
       "19      (44.1170, 4.083330)                     [[11, 12], [18, 19], [23, 24]]  \n",
       "20      (44.50000, 11.0170)  [[8, 9], [9, 10], [10, 11], [11, 12], [19, 20]...  \n",
       "21        (2.000000, 22.70)  [[5, 6], [6, 7], [7, 8], [8, 9], [9, 10], [10,...  \n",
       "22     (45.821330, .015330)                     [[11, 12], [18, 19], [23, 24]]  \n",
       "23   (51.783330, -1.783330)                               [[11, 12], [25, 26]]  \n",
       "24    (3.233330, 37.133330)                               [[11, 12], [24, 25]]  \n",
       "25    (44.883330, 8.750000)  [[11, 12], [20, 21], [21, 22], [22, 23], [23, ...  \n",
       "26     (50.950000, 31.8170)  [[3, 4], [8, 9], [9, 10], [10, 11], [11, 12], ...  \n",
       "27      (45.270, 10.150000)  [[11, 12], [16, 17], [21, 22], [22, 23], [23, ...  \n",
       "28  (42.533330, -85.883330)                               [[11, 12], [26, 27]]  \n",
       "29       (2.970, -105.3170)                     [[11, 12], [18, 19], [27, 28]]  \n",
       "30   (20.745750, 32.412750)                       [[3, 4], [11, 12], [24, 25]]  \n",
       "31    (35.273330, 44.21550)                               [[11, 12], [24, 25]]  \n",
       "32       (27.70, 78.250000)  [[11, 12], [21, 22], [22, 23], [23, 24], [24, ...  \n",
       "33       (2.583330, 85.570)                               [[11, 12], [24, 25]]  "
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\", 0, 34).cols.replace(\"GeoLocation\", search=[\"6\"], replace_by=\"\", search_by=\"chars\", ignore_case=True, output_cols=\"new GeoLocation\").cols.find(\"GeoLocation\", sub=[\"0\"], ignore_case=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "      <th>new GeoLocation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.775000</td>\n",
       "      <td>6.083330</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "      <td>(50.775000, .083330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.183330</td>\n",
       "      <td>10.233330</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "      <td>(5.183330, 10.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.216670</td>\n",
       "      <td>-113.000000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "      <td>(54.2170, -113.000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1976 12:00:00 AM</td>\n",
       "      <td>16.883330</td>\n",
       "      <td>-99.900000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "      <td>(1.883330, -99.900000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.166670</td>\n",
       "      <td>-64.950000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "      <td>(-33.170, -4.950000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Benguerir</td>\n",
       "      <td>30443</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL6</td>\n",
       "      <td>25000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2004 12:00:00 AM</td>\n",
       "      <td>32.250000</td>\n",
       "      <td>-8.150000</td>\n",
       "      <td>(32.250000, -8.150000)</td>\n",
       "      <td>(32.250000, -8.150000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Beni M'hira</td>\n",
       "      <td>5018</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>19000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2001 12:00:00 AM</td>\n",
       "      <td>32.866670</td>\n",
       "      <td>10.800000</td>\n",
       "      <td>(32.866670, 10.800000)</td>\n",
       "      <td>(32.870, 10.800000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Benld</td>\n",
       "      <td>5021</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>1770.5</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1938 12:00:00 AM</td>\n",
       "      <td>39.083330</td>\n",
       "      <td>-89.150000</td>\n",
       "      <td>(39.083330, -89.150000)</td>\n",
       "      <td>(39.083330, -89.150000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Benoni</td>\n",
       "      <td>5023</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>3880</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1943 12:00:00 AM</td>\n",
       "      <td>-26.166670</td>\n",
       "      <td>28.416670</td>\n",
       "      <td>(-26.166670, 28.416670)</td>\n",
       "      <td>(-2.170, 28.4170)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Bensour</td>\n",
       "      <td>5024</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL6</td>\n",
       "      <td>45000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2002 12:00:00 AM</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>-7.000000</td>\n",
       "      <td>(30.000000, -7.000000)</td>\n",
       "      <td>(30.000000, -7.000000)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name     id nametype     recclass mass (g)  fall  \\\n",
       "0        Aachen      1    Valid           L5       21  Fell   \n",
       "1        Aarhus      2    Valid           H6      720  Fell   \n",
       "2          Abee      6    Valid          EH4   107000  Fell   \n",
       "3      Acapulco     10    Valid  Acapulcoite     1914  Fell   \n",
       "4       Achiras    370    Valid           L6      780  Fell   \n",
       "..          ...    ...      ...          ...      ...   ...   \n",
       "95    Benguerir  30443    Valid          LL6    25000  Fell   \n",
       "96  Beni M'hira   5018    Valid           L6    19000  Fell   \n",
       "97        Benld   5021    Valid           H6   1770.5  Fell   \n",
       "98       Benoni   5023    Valid           H6     3880  Fell   \n",
       "99      Bensour   5024    Valid          LL6    45000  Fell   \n",
       "\n",
       "                      year      reclat      reclong               GeoLocation  \\\n",
       "0   01/01/1880 12:00:00 AM   50.775000     6.083330     (50.775000, 6.083330)   \n",
       "1   01/01/1951 12:00:00 AM   56.183330    10.233330    (56.183330, 10.233330)   \n",
       "2   01/01/1952 12:00:00 AM   54.216670  -113.000000  (54.216670, -113.000000)   \n",
       "3   01/01/1976 12:00:00 AM   16.883330   -99.900000   (16.883330, -99.900000)   \n",
       "4   01/01/1902 12:00:00 AM  -33.166670   -64.950000  (-33.166670, -64.950000)   \n",
       "..                     ...         ...          ...                       ...   \n",
       "95  01/01/2004 12:00:00 AM   32.250000    -8.150000    (32.250000, -8.150000)   \n",
       "96  01/01/2001 12:00:00 AM   32.866670    10.800000    (32.866670, 10.800000)   \n",
       "97  01/01/1938 12:00:00 AM   39.083330   -89.150000   (39.083330, -89.150000)   \n",
       "98  01/01/1943 12:00:00 AM  -26.166670    28.416670   (-26.166670, 28.416670)   \n",
       "99  01/01/2002 12:00:00 AM   30.000000    -7.000000    (30.000000, -7.000000)   \n",
       "\n",
       "            new GeoLocation  \n",
       "0      (50.775000, .083330)  \n",
       "1     (5.183330, 10.233330)  \n",
       "2    (54.2170, -113.000000)  \n",
       "3    (1.883330, -99.900000)  \n",
       "4      (-33.170, -4.950000)  \n",
       "..                      ...  \n",
       "95   (32.250000, -8.150000)  \n",
       "96      (32.870, 10.800000)  \n",
       "97  (39.083330, -89.150000)  \n",
       "98        (-2.170, 28.4170)  \n",
       "99   (30.000000, -7.000000)  \n",
       "\n",
       "[100 rows x 11 columns]"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\").cols.replace(\"GeoLocation\", search=[\"6\"], replace_by=\"\", search_by=\"chars\", ignore_case=True, output_cols=\"new GeoLocation\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ASD ['/']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'sample': {'columns': [{'title': 'id'},\n",
       "   {'title': 'firstName'},\n",
       "   {'title': 'lastName'},\n",
       "   {'title': 'billingId'},\n",
       "   {'title': 'product'},\n",
       "   {'title': 'price'},\n",
       "   {'title': 'birth'},\n",
       "   {'title': 'dummyCol'},\n",
       "   {'title': 'birth_0'},\n",
       "   {'title': 'birth_1'},\n",
       "   {'title': 'birth__match_positions__'}],\n",
       "  'value': [['1',\n",
       "    'Luis',\n",
       "    'Alvarez$$%!',\n",
       "    '123',\n",
       "    'Cake',\n",
       "    '10',\n",
       "    '1980/07/07',\n",
       "    'never',\n",
       "    '1980',\n",
       "    '07',\n",
       "    None],\n",
       "   ['2',\n",
       "    'André',\n",
       "    'Ampère',\n",
       "    '423',\n",
       "    'piza',\n",
       "    '8',\n",
       "    '1950/07/08',\n",
       "    'gonna',\n",
       "    '1950',\n",
       "    '07',\n",
       "    None],\n",
       "   ['3',\n",
       "    'NiELS',\n",
       "    'Böhr//((%%',\n",
       "    '551',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1990/07/09',\n",
       "    'give',\n",
       "    '1990',\n",
       "    '07',\n",
       "    None],\n",
       "   ['4',\n",
       "    'PAUL',\n",
       "    'dirac$',\n",
       "    '521',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1954/07/10',\n",
       "    'you',\n",
       "    '1954',\n",
       "    '07',\n",
       "    None],\n",
       "   ['5',\n",
       "    'Albert',\n",
       "    'Einstein',\n",
       "    '634',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1990/07/11',\n",
       "    'up',\n",
       "    '1990',\n",
       "    '07',\n",
       "    None],\n",
       "   ['6',\n",
       "    'Galileo',\n",
       "    '             GALiLEI',\n",
       "    '672',\n",
       "    'arepa',\n",
       "    '5',\n",
       "    '1930/08/12',\n",
       "    'never',\n",
       "    '1930',\n",
       "    '08',\n",
       "    None],\n",
       "   ['7',\n",
       "    'CaRL',\n",
       "    'Ga%%%uss',\n",
       "    '323',\n",
       "    'taco',\n",
       "    '3',\n",
       "    '1970/07/13',\n",
       "    'gonna',\n",
       "    '1970',\n",
       "    '07',\n",
       "    None],\n",
       "   ['8',\n",
       "    'David',\n",
       "    'H$$$ilbert',\n",
       "    '624',\n",
       "    'taaaccoo',\n",
       "    '3',\n",
       "    '1950/07/14',\n",
       "    'let',\n",
       "    '1950',\n",
       "    '07',\n",
       "    None],\n",
       "   ['9',\n",
       "    'Johannes',\n",
       "    'KEPLER',\n",
       "    '735',\n",
       "    'taco',\n",
       "    '3',\n",
       "    '1920/04/22',\n",
       "    'you',\n",
       "    '1920',\n",
       "    '04',\n",
       "    None],\n",
       "   ['10',\n",
       "    'JaMES',\n",
       "    'M$$ax%%well',\n",
       "    '875',\n",
       "    'taco',\n",
       "    '3',\n",
       "    '1923/03/12',\n",
       "    'down',\n",
       "    '1923',\n",
       "    '03',\n",
       "    None],\n",
       "   ['11',\n",
       "    'Isaac',\n",
       "    'Newton',\n",
       "    '992',\n",
       "    'pasta',\n",
       "    '9',\n",
       "    '1999/02/15',\n",
       "    'never ',\n",
       "    '1999',\n",
       "    '02',\n",
       "    None],\n",
       "   ['12',\n",
       "    'Emmy%%',\n",
       "    'Nöether$',\n",
       "    '234',\n",
       "    'pasta',\n",
       "    '9',\n",
       "    '1993/12/08',\n",
       "    'gonna',\n",
       "    '1993',\n",
       "    '12',\n",
       "    None],\n",
       "   ['13',\n",
       "    'Max!!!',\n",
       "    'Planck!!!',\n",
       "    '111',\n",
       "    'hamburguer',\n",
       "    '4',\n",
       "    '1994/01/04',\n",
       "    'run ',\n",
       "    '1994',\n",
       "    '01',\n",
       "    None],\n",
       "   ['14',\n",
       "    'Fred',\n",
       "    'Hoy&&&le',\n",
       "    '553',\n",
       "    'pizzza',\n",
       "    '8',\n",
       "    '1997/06/27',\n",
       "    'around',\n",
       "    '1997',\n",
       "    '06',\n",
       "    None],\n",
       "   ['15',\n",
       "    '(((   Heinrich )))))',\n",
       "    'Hertz',\n",
       "    '116',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1956/11/30',\n",
       "    'and',\n",
       "    '1956',\n",
       "    '11',\n",
       "    None],\n",
       "   ['16',\n",
       "    'William',\n",
       "    'Gilbert###',\n",
       "    '886',\n",
       "    'BEER',\n",
       "    '2',\n",
       "    '1958/03/26',\n",
       "    'desert',\n",
       "    '1958',\n",
       "    '03',\n",
       "    None],\n",
       "   ['17',\n",
       "    'Marie',\n",
       "    'CURIE',\n",
       "    '912',\n",
       "    'Rice',\n",
       "    '1',\n",
       "    '2000/03/22',\n",
       "    'you',\n",
       "    '2000',\n",
       "    '03',\n",
       "    None],\n",
       "   ['18',\n",
       "    'Arthur',\n",
       "    'COM%%%pton',\n",
       "    '812',\n",
       "    '110790',\n",
       "    '5',\n",
       "    '1899/01/01',\n",
       "    '#',\n",
       "    '1899',\n",
       "    '01',\n",
       "    None],\n",
       "   ['19',\n",
       "    'JAMES',\n",
       "    'Chadwick',\n",
       "    '467',\n",
       "    nan,\n",
       "    '10',\n",
       "    '1921/05/03',\n",
       "    '#',\n",
       "    '1921',\n",
       "    '05',\n",
       "    None]]}}"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.buffer_window(\"*\", 0, 19).cols.unnest(\"birth\", separator=\"/\", splits=2, output_cols=\"birth\").cols.find(\"birth\", sub=[\"/\"]).ext.to_json(\"*\")\n",
    "# df.ext.buffer_window(\"*\", 0, 19).cols.unnest(\"birth\", separator=\"/\", splits=2, output_cols=\"birth\").cols.find(\"birth\", sub=[\"/\"]).ext.to_json(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sample': {'columns': [{'title': 'id'},\n",
       "   {'title': 'firstName'},\n",
       "   {'title': 'lastName'},\n",
       "   {'title': 'billingId'},\n",
       "   {'title': 'product'},\n",
       "   {'title': 'price'},\n",
       "   {'title': 'birth'},\n",
       "   {'title': 'dummyCol'},\n",
       "   {'title': 'birth_0'},\n",
       "   {'title': 'birth_1'},\n",
       "   {'title': 'birth__match_positions__'}],\n",
       "  'value': [['1',\n",
       "    'Luis',\n",
       "    'Alvarez$$%!',\n",
       "    '123',\n",
       "    'Cake',\n",
       "    '10',\n",
       "    '1980/07/07',\n",
       "    'never',\n",
       "    '1980',\n",
       "    '07',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['2',\n",
       "    'André',\n",
       "    'Ampère',\n",
       "    '423',\n",
       "    'piza',\n",
       "    '8',\n",
       "    '1950/07/08',\n",
       "    'gonna',\n",
       "    '1950',\n",
       "    '07',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['3',\n",
       "    'NiELS',\n",
       "    'Böhr//((%%',\n",
       "    '551',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1990/07/09',\n",
       "    'give',\n",
       "    '1990',\n",
       "    '07',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['4',\n",
       "    'PAUL',\n",
       "    'dirac$',\n",
       "    '521',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1954/07/10',\n",
       "    'you',\n",
       "    '1954',\n",
       "    '07',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['5',\n",
       "    'Albert',\n",
       "    'Einstein',\n",
       "    '634',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1990/07/11',\n",
       "    'up',\n",
       "    '1990',\n",
       "    '07',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['6',\n",
       "    'Galileo',\n",
       "    '             GALiLEI',\n",
       "    '672',\n",
       "    'arepa',\n",
       "    '5',\n",
       "    '1930/08/12',\n",
       "    'never',\n",
       "    '1930',\n",
       "    '08',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['7',\n",
       "    'CaRL',\n",
       "    'Ga%%%uss',\n",
       "    '323',\n",
       "    'taco',\n",
       "    '3',\n",
       "    '1970/07/13',\n",
       "    'gonna',\n",
       "    '1970',\n",
       "    '07',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['8',\n",
       "    'David',\n",
       "    'H$$$ilbert',\n",
       "    '624',\n",
       "    'taaaccoo',\n",
       "    '3',\n",
       "    '1950/07/14',\n",
       "    'let',\n",
       "    '1950',\n",
       "    '07',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['9',\n",
       "    'Johannes',\n",
       "    'KEPLER',\n",
       "    '735',\n",
       "    'taco',\n",
       "    '3',\n",
       "    '1920/04/22',\n",
       "    'you',\n",
       "    '1920',\n",
       "    '04',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['10',\n",
       "    'JaMES',\n",
       "    'M$$ax%%well',\n",
       "    '875',\n",
       "    'taco',\n",
       "    '3',\n",
       "    '1923/03/12',\n",
       "    'down',\n",
       "    '1923',\n",
       "    '03',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['11',\n",
       "    'Isaac',\n",
       "    'Newton',\n",
       "    '992',\n",
       "    'pasta',\n",
       "    '9',\n",
       "    '1999/02/15',\n",
       "    'never ',\n",
       "    '1999',\n",
       "    '02',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['12',\n",
       "    'Emmy%%',\n",
       "    'Nöether$',\n",
       "    '234',\n",
       "    'pasta',\n",
       "    '9',\n",
       "    '1993/12/08',\n",
       "    'gonna',\n",
       "    '1993',\n",
       "    '12',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['13',\n",
       "    'Max!!!',\n",
       "    'Planck!!!',\n",
       "    '111',\n",
       "    'hamburguer',\n",
       "    '4',\n",
       "    '1994/01/04',\n",
       "    'run ',\n",
       "    '1994',\n",
       "    '01',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['14',\n",
       "    'Fred',\n",
       "    'Hoy&&&le',\n",
       "    '553',\n",
       "    'pizzza',\n",
       "    '8',\n",
       "    '1997/06/27',\n",
       "    'around',\n",
       "    '1997',\n",
       "    '06',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['15',\n",
       "    '(((   Heinrich )))))',\n",
       "    'Hertz',\n",
       "    '116',\n",
       "    'pizza',\n",
       "    '8',\n",
       "    '1956/11/30',\n",
       "    'and',\n",
       "    '1956',\n",
       "    '11',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['16',\n",
       "    'William',\n",
       "    'Gilbert###',\n",
       "    '886',\n",
       "    'BEER',\n",
       "    '2',\n",
       "    '1958/03/26',\n",
       "    'desert',\n",
       "    '1958',\n",
       "    '03',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['17',\n",
       "    'Marie',\n",
       "    'CURIE',\n",
       "    '912',\n",
       "    'Rice',\n",
       "    '1',\n",
       "    '2000/03/22',\n",
       "    'you',\n",
       "    '2000',\n",
       "    '03',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['18',\n",
       "    'Arthur',\n",
       "    'COM%%%pton',\n",
       "    '812',\n",
       "    '110790',\n",
       "    '5',\n",
       "    '1899/01/01',\n",
       "    '#',\n",
       "    '1899',\n",
       "    '01',\n",
       "    [[4, 5], [7, 8]]],\n",
       "   ['19',\n",
       "    'JAMES',\n",
       "    'Chadwick',\n",
       "    '467',\n",
       "    nan,\n",
       "    '10',\n",
       "    '1921/05/03',\n",
       "    '#',\n",
       "    '1921',\n",
       "    '05',\n",
       "    [[4, 5], [7, 8]]]]}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SDFSF ['Id'] ['new id']\n"
     ]
    }
   ],
   "source": [
    "_output = df.ext.buffer_window(\"*\", 0, 34).cols.lower(\"Id\", output_cols=\"new id\").ext.to_json(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.ext.optimize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 100 of 100 rows / 100 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">PID</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (uint32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">MS SubClass</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">MS Zoning</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lot Frontage</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lot Area</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Street</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Alley</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lot Shape</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Land Contour</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Utilities</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lot Config</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Land Slope</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Neighborhood</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Condition 1</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Condition 2</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bldg Type</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">House Style</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">18 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Overall Qual</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">19 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Overall Cond</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">20 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Year Built</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">21 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Year Remod/Add</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">22 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Roof Style</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">23 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Roof Matl</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">24 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Exterior 1st</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">25 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Exterior 2nd</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">26 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Mas Vnr Type</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">27 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Mas Vnr Area</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">28 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Exter Qual</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">29 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Exter Cond</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">30 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Foundation</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">31 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bsmt Qual</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">32 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bsmt Cond</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">33 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bsmt Exposure</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">34 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">BsmtFin Type 1</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">35 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">BsmtFin SF 1</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">36 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">BsmtFin Type 2</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">37 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">BsmtFin SF 2</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">38 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bsmt Unf SF</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">39 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Total Bsmt SF</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">40 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Heating</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">41 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Heating QC</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">42 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Central Air</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">43 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Electrical</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">44 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">1st Flr SF</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">45 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">2nd Flr SF</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">46 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Low Qual Fin SF</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">47 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Gr Liv Area</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">48 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bsmt Full Bath</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">49 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bsmt Half Bath</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">50 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Full Bath</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">51 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Half Bath</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">52 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Bedroom AbvGr</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">53 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Kitchen AbvGr</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">54 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Kitchen Qual</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">55 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">TotRms AbvGrd</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">56 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Functional</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">57 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Fireplaces</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">58 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Fireplace Qu</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">59 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Garage Type</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">60 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Garage Yr Blt</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">61 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Garage Finish</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">62 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Garage Cars</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">63 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Garage Area</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">64 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Garage Qual</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">65 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Garage Cond</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">66 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Paved Drive</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">67 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Wood Deck SF</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">68 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Open Porch SF</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">69 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Enclosed Porch</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">70 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">3Ssn Porch</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">71 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Screen Porch</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">72 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Pool Area</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">73 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Pool QC</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">74 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Fence</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">75 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Misc Feature</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">76 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Misc Val</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">77 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Mo Sold</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">78 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Yr Sold</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">79 (uint16)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Sale Type</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">80 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">SalePrice</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">81 (uint32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"109\">\n",
       "                \n",
       "                109\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533352170\">\n",
       "                \n",
       "                533352170\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13517\">\n",
       "                \n",
       "                13517\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CulDSac\">\n",
       "                \n",
       "                CulDSac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RRAe\">\n",
       "                \n",
       "                RRAe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1976\">\n",
       "                \n",
       "                1976\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"289\">\n",
       "                \n",
       "                289\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533\">\n",
       "                \n",
       "                533\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"192\">\n",
       "                \n",
       "                192\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"725\">\n",
       "                \n",
       "                725\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"725\">\n",
       "                \n",
       "                725\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"754\">\n",
       "                \n",
       "                754\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1479\">\n",
       "                \n",
       "                1479\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1976\">\n",
       "                \n",
       "                1976\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"475\">\n",
       "                \n",
       "                475\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"130500\">\n",
       "                \n",
       "                130500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"544\">\n",
       "                \n",
       "                544\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"531379050\">\n",
       "                \n",
       "                531379050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"43\">\n",
       "                \n",
       "                43\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11492\">\n",
       "                \n",
       "                11492\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CulDSac\">\n",
       "                \n",
       "                CulDSac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SawyerW\">\n",
       "                \n",
       "                SawyerW\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997\">\n",
       "                \n",
       "                1997\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"132\">\n",
       "                \n",
       "                132\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"637\">\n",
       "                \n",
       "                637\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"913\">\n",
       "                \n",
       "                913\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"913\">\n",
       "                \n",
       "                913\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1209\">\n",
       "                \n",
       "                1209\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2122\">\n",
       "                \n",
       "                2122\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997\">\n",
       "                \n",
       "                1997\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"559\">\n",
       "                \n",
       "                559\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"74\">\n",
       "                \n",
       "                74\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"220000\">\n",
       "                \n",
       "                220000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"153\">\n",
       "                \n",
       "                153\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535304180\">\n",
       "                \n",
       "                535304180\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"68\">\n",
       "                \n",
       "                68\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7922\">\n",
       "                \n",
       "                7922\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1953\">\n",
       "                \n",
       "                1953\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"731\">\n",
       "                \n",
       "                731\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1057\">\n",
       "                \n",
       "                1057\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1057\">\n",
       "                \n",
       "                1057\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1057\">\n",
       "                \n",
       "                1057\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1953\">\n",
       "                \n",
       "                1953\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"246\">\n",
       "                \n",
       "                246\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"52\">\n",
       "                \n",
       "                52\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"109000\">\n",
       "                \n",
       "                109000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"318\">\n",
       "                \n",
       "                318\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"916386060\">\n",
       "                \n",
       "                916386060\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"73\">\n",
       "                \n",
       "                73\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9802\">\n",
       "                \n",
       "                9802\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Timber\">\n",
       "                \n",
       "                Timber\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"128\">\n",
       "                \n",
       "                128\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"384\">\n",
       "                \n",
       "                384\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"744\">\n",
       "                \n",
       "                744\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"700\">\n",
       "                \n",
       "                700\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1444\">\n",
       "                \n",
       "                1444\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BuiltIn\">\n",
       "                \n",
       "                BuiltIn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"400\">\n",
       "                \n",
       "                400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100\">\n",
       "                \n",
       "                100\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"174000\">\n",
       "                \n",
       "                174000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"255\">\n",
       "                \n",
       "                255\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"906425045\">\n",
       "                \n",
       "                906425045\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"82\">\n",
       "                \n",
       "                82\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14235\">\n",
       "                \n",
       "                14235\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SawyerW\">\n",
       "                \n",
       "                SawyerW\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1900\">\n",
       "                \n",
       "                1900\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993\">\n",
       "                \n",
       "                1993\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"164\">\n",
       "                \n",
       "                164\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"676\">\n",
       "                \n",
       "                676\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"831\">\n",
       "                \n",
       "                831\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"614\">\n",
       "                \n",
       "                614\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1445\">\n",
       "                \n",
       "                1445\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1957\">\n",
       "                \n",
       "                1957\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"484\">\n",
       "                \n",
       "                484\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"59\">\n",
       "                \n",
       "                59\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"138500\">\n",
       "                \n",
       "                138500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"138\">\n",
       "                \n",
       "                138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535126040\">\n",
       "                \n",
       "                535126040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"137\">\n",
       "                \n",
       "                137\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16492\">\n",
       "                \n",
       "                16492\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PosA\">\n",
       "                \n",
       "                PosA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1966\">\n",
       "                \n",
       "                1966\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2002\">\n",
       "                \n",
       "                2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"247\">\n",
       "                \n",
       "                247\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"713\">\n",
       "                \n",
       "                713\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"45\">\n",
       "                \n",
       "                45\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1517\">\n",
       "                \n",
       "                1517\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1888\">\n",
       "                \n",
       "                1888\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1888\">\n",
       "                \n",
       "                1888\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1966\">\n",
       "                \n",
       "                1966\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"578\">\n",
       "                \n",
       "                578\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"190000\">\n",
       "                \n",
       "                190000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2827\">\n",
       "                \n",
       "                2827\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"908186070\">\n",
       "                \n",
       "                908186070\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"180\">\n",
       "                \n",
       "                180\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35\">\n",
       "                \n",
       "                35\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3675\">\n",
       "                \n",
       "                3675\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Edwards\">\n",
       "                \n",
       "                Edwards\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SFoyer\">\n",
       "                \n",
       "                SFoyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"82\">\n",
       "                \n",
       "                82\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"547\">\n",
       "                \n",
       "                547\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"547\">\n",
       "                \n",
       "                547\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1072\">\n",
       "                \n",
       "                1072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1072\">\n",
       "                \n",
       "                1072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Basment\">\n",
       "                \n",
       "                Basment\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"525\">\n",
       "                \n",
       "                525\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"140000\">\n",
       "                \n",
       "                140000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145\">\n",
       "                \n",
       "                145\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535154050\">\n",
       "                \n",
       "                535154050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12160\">\n",
       "                \n",
       "                12160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1959\">\n",
       "                \n",
       "                1959\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1959\">\n",
       "                \n",
       "                1959\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"180\">\n",
       "                \n",
       "                180\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1000\">\n",
       "                \n",
       "                1000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"188\">\n",
       "                \n",
       "                188\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1188\">\n",
       "                \n",
       "                1188\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1188\">\n",
       "                \n",
       "                1188\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1188\">\n",
       "                \n",
       "                1188\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1959\">\n",
       "                \n",
       "                1959\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"531\">\n",
       "                \n",
       "                531\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COD\">\n",
       "                \n",
       "                COD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"142000\">\n",
       "                \n",
       "                142000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1942\">\n",
       "                \n",
       "                1942\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535353130\">\n",
       "                \n",
       "                535353130\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15783\">\n",
       "                \n",
       "                15783\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"OldTown\">\n",
       "                \n",
       "                OldTown\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Artery\">\n",
       "                \n",
       "                Artery\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1952\">\n",
       "                \n",
       "                1952\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1952\">\n",
       "                \n",
       "                1952\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"292\">\n",
       "                \n",
       "                292\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"924\">\n",
       "                \n",
       "                924\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"924\">\n",
       "                \n",
       "                924\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"924\">\n",
       "                \n",
       "                924\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1952\">\n",
       "                \n",
       "                1952\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"420\">\n",
       "                \n",
       "                420\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"68\">\n",
       "                \n",
       "                68\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Shed\">\n",
       "                \n",
       "                Shed\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"400\">\n",
       "                \n",
       "                400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"112500\">\n",
       "                \n",
       "                112500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956\">\n",
       "                \n",
       "                1956\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535426130\">\n",
       "                \n",
       "                535426130\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11606\">\n",
       "                \n",
       "                11606\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HLS\">\n",
       "                \n",
       "                HLS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sev\">\n",
       "                \n",
       "                Sev\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"192\">\n",
       "                \n",
       "                192\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"650\">\n",
       "                \n",
       "                650\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"134\">\n",
       "                \n",
       "                134\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2080\">\n",
       "                \n",
       "                2080\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"504\">\n",
       "                \n",
       "                504\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"335\">\n",
       "                \n",
       "                335\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"135000\">\n",
       "                \n",
       "                135000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1044\">\n",
       "                \n",
       "                1044\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527451290\">\n",
       "                \n",
       "                527451290\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1680\">\n",
       "                \n",
       "                1680\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrDale\">\n",
       "                \n",
       "                BrDale\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Twnhs\">\n",
       "                \n",
       "                Twnhs\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1971\">\n",
       "                \n",
       "                1971\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1971\">\n",
       "                \n",
       "                1971\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"232\">\n",
       "                \n",
       "                232\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"387\">\n",
       "                \n",
       "                387\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"96\">\n",
       "                \n",
       "                96\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"483\">\n",
       "                \n",
       "                483\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"483\">\n",
       "                \n",
       "                483\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"504\">\n",
       "                \n",
       "                504\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"987\">\n",
       "                \n",
       "                987\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1971\">\n",
       "                \n",
       "                1971\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"264\">\n",
       "                \n",
       "                264\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COD\">\n",
       "                \n",
       "                COD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"85400\">\n",
       "                \n",
       "                85400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2752\">\n",
       "                \n",
       "                2752\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"906380150\">\n",
       "                \n",
       "                906380150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"64\">\n",
       "                \n",
       "                64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7488\">\n",
       "                \n",
       "                7488\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CollgCr\">\n",
       "                \n",
       "                CollgCr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"393\">\n",
       "                \n",
       "                393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"47\">\n",
       "                \n",
       "                47\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1208\">\n",
       "                \n",
       "                1208\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1208\">\n",
       "                \n",
       "                1208\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1208\">\n",
       "                \n",
       "                1208\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"632\">\n",
       "                \n",
       "                632\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"105\">\n",
       "                \n",
       "                105\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"58\">\n",
       "                \n",
       "                58\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"183600\">\n",
       "                \n",
       "                183600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"807\">\n",
       "                \n",
       "                807\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"906226060\">\n",
       "                \n",
       "                906226060\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26400\">\n",
       "                \n",
       "                26400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Bnk\">\n",
       "                \n",
       "                Bnk\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FR2\">\n",
       "                \n",
       "                FR2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SawyerW\">\n",
       "                \n",
       "                SawyerW\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Feedr\">\n",
       "                \n",
       "                Feedr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1880\">\n",
       "                \n",
       "                1880\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1288\">\n",
       "                \n",
       "                1288\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"728\">\n",
       "                \n",
       "                728\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016\">\n",
       "                \n",
       "                2016\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1900\">\n",
       "                \n",
       "                1900\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"576\">\n",
       "                \n",
       "                576\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"P\">\n",
       "                \n",
       "                P\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"131000\">\n",
       "                \n",
       "                131000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1177\">\n",
       "                \n",
       "                1177\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533236070\">\n",
       "                \n",
       "                533236070\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FV\">\n",
       "                \n",
       "                FV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2645\">\n",
       "                \n",
       "                2645\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Twnhs\">\n",
       "                \n",
       "                Twnhs\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999\">\n",
       "                \n",
       "                1999\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"456\">\n",
       "                \n",
       "                456\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"813\">\n",
       "                \n",
       "                813\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"147\">\n",
       "                \n",
       "                147\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"960\">\n",
       "                \n",
       "                960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"962\">\n",
       "                \n",
       "                962\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"645\">\n",
       "                \n",
       "                645\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1607\">\n",
       "                \n",
       "                1607\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"169\">\n",
       "                \n",
       "                169\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ConLD\">\n",
       "                \n",
       "                ConLD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"200000\">\n",
       "                \n",
       "                200000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1480\">\n",
       "                \n",
       "                1480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"907418040\">\n",
       "                \n",
       "                907418040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"74\">\n",
       "                \n",
       "                74\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9627\">\n",
       "                \n",
       "                9627\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CollgCr\">\n",
       "                \n",
       "                CollgCr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"47\">\n",
       "                \n",
       "                47\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1351\">\n",
       "                \n",
       "                1351\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1361\">\n",
       "                \n",
       "                1361\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1361\">\n",
       "                \n",
       "                1361\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"610\">\n",
       "                \n",
       "                610\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"193000\">\n",
       "                \n",
       "                193000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"324\">\n",
       "                \n",
       "                324\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"923202105\">\n",
       "                \n",
       "                923202105\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"93\">\n",
       "                \n",
       "                93\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10114\">\n",
       "                \n",
       "                10114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mitchel\">\n",
       "                \n",
       "                Mitchel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"150\">\n",
       "                \n",
       "                150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1430\">\n",
       "                \n",
       "                1430\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1430\">\n",
       "                \n",
       "                1430\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1430\">\n",
       "                \n",
       "                1430\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"173500\">\n",
       "                \n",
       "                173500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1311\">\n",
       "                \n",
       "                1311\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"902301140\">\n",
       "                \n",
       "                902301140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"34\">\n",
       "                \n",
       "                34\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4571\">\n",
       "                \n",
       "                4571\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Grvl\">\n",
       "                \n",
       "                Grvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"OldTown\">\n",
       "                \n",
       "                OldTown\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1916\">\n",
       "                \n",
       "                1916\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AsbShng\">\n",
       "                \n",
       "                AsbShng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AsbShng\">\n",
       "                \n",
       "                AsbShng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"112\">\n",
       "                \n",
       "                112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1344\">\n",
       "                \n",
       "                1344\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1916\">\n",
       "                \n",
       "                1916\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"513\">\n",
       "                \n",
       "                513\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"96\">\n",
       "                \n",
       "                96\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COD\">\n",
       "                \n",
       "                COD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"98000\">\n",
       "                \n",
       "                98000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"770\">\n",
       "                \n",
       "                770\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905101490\">\n",
       "                \n",
       "                905101490\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8816\">\n",
       "                \n",
       "                8816\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Feedr\">\n",
       "                \n",
       "                Feedr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1963\">\n",
       "                \n",
       "                1963\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1963\">\n",
       "                \n",
       "                1963\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"651\">\n",
       "                \n",
       "                651\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"214\">\n",
       "                \n",
       "                214\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1121\">\n",
       "                \n",
       "                1121\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1121\">\n",
       "                \n",
       "                1121\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1121\">\n",
       "                \n",
       "                1121\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1963\">\n",
       "                \n",
       "                1963\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"139000\">\n",
       "                \n",
       "                139000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2063\">\n",
       "                \n",
       "                2063\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905107140\">\n",
       "                \n",
       "                905107140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"71\">\n",
       "                \n",
       "                71\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8197\">\n",
       "                \n",
       "                8197\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"148\">\n",
       "                \n",
       "                148\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"148\">\n",
       "                \n",
       "                148\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"660\">\n",
       "                \n",
       "                660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1285\">\n",
       "                \n",
       "                1285\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1285\">\n",
       "                \n",
       "                1285\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528\">\n",
       "                \n",
       "                528\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"138\">\n",
       "                \n",
       "                138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"143500\">\n",
       "                \n",
       "                143500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"69\">\n",
       "                \n",
       "                69\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528458070\">\n",
       "                \n",
       "                528458070\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FV\">\n",
       "                \n",
       "                FV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"72\">\n",
       "                \n",
       "                72\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8640\">\n",
       "                \n",
       "                8640\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"220\">\n",
       "                \n",
       "                220\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"756\">\n",
       "                \n",
       "                756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"764\">\n",
       "                \n",
       "                764\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"783\">\n",
       "                \n",
       "                783\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1547\">\n",
       "                \n",
       "                1547\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"614\">\n",
       "                \n",
       "                614\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"169\">\n",
       "                \n",
       "                169\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"45\">\n",
       "                \n",
       "                45\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Con\">\n",
       "                \n",
       "                Con\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"215200\">\n",
       "                \n",
       "                215200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2062\">\n",
       "                \n",
       "                2062\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905106150\">\n",
       "                \n",
       "                905106150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"109\">\n",
       "                \n",
       "                109\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8724\">\n",
       "                \n",
       "                8724\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1968\">\n",
       "                \n",
       "                1968\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1968\">\n",
       "                \n",
       "                1968\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"492\">\n",
       "                \n",
       "                492\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"146\">\n",
       "                \n",
       "                146\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"894\">\n",
       "                \n",
       "                894\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"894\">\n",
       "                \n",
       "                894\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"894\">\n",
       "                \n",
       "                894\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Po\">\n",
       "                \n",
       "                Po\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1968\">\n",
       "                \n",
       "                1968\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"450\">\n",
       "                \n",
       "                450\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"129000\">\n",
       "                \n",
       "                129000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"351\">\n",
       "                \n",
       "                351\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527131030\">\n",
       "                \n",
       "                527131030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"40\">\n",
       "                \n",
       "                40\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5664\">\n",
       "                \n",
       "                5664\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"StoneBr\">\n",
       "                \n",
       "                StoneBr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CemntBd\">\n",
       "                \n",
       "                CemntBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CmentBd\">\n",
       "                \n",
       "                CmentBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1158\">\n",
       "                \n",
       "                1158\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"87\">\n",
       "                \n",
       "                87\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1501\">\n",
       "                \n",
       "                1501\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1659\">\n",
       "                \n",
       "                1659\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1659\">\n",
       "                \n",
       "                1659\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"499\">\n",
       "                \n",
       "                499\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"212\">\n",
       "                \n",
       "                212\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"59\">\n",
       "                \n",
       "                59\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"278000\">\n",
       "                \n",
       "                278000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2393\">\n",
       "                \n",
       "                2393\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528142010\">\n",
       "                \n",
       "                528142010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"103\">\n",
       "                \n",
       "                103\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12867\">\n",
       "                \n",
       "                12867\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NridgHt\">\n",
       "                \n",
       "                NridgHt\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CemntBd\">\n",
       "                \n",
       "                CemntBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CmentBd\">\n",
       "                \n",
       "                CmentBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"185\">\n",
       "                \n",
       "                185\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1209\">\n",
       "                \n",
       "                1209\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1209\">\n",
       "                \n",
       "                1209\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1044\">\n",
       "                \n",
       "                1044\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2253\">\n",
       "                \n",
       "                2253\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"575\">\n",
       "                \n",
       "                575\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"243\">\n",
       "                \n",
       "                243\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"142\">\n",
       "                \n",
       "                142\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"344133\">\n",
       "                \n",
       "                344133\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527165230\">\n",
       "                \n",
       "                527165230\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7980\">\n",
       "                \n",
       "                7980\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gilbert\">\n",
       "                \n",
       "                Gilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1992\">\n",
       "                \n",
       "                1992\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"935\">\n",
       "                \n",
       "                935\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"233\">\n",
       "                \n",
       "                233\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1168\">\n",
       "                \n",
       "                1168\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1187\">\n",
       "                \n",
       "                1187\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1187\">\n",
       "                \n",
       "                1187\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1992\">\n",
       "                \n",
       "                1992\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"420\">\n",
       "                \n",
       "                420\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"483\">\n",
       "                \n",
       "                483\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GdPrv\">\n",
       "                \n",
       "                GdPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Shed\">\n",
       "                \n",
       "                Shed\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"500\">\n",
       "                \n",
       "                500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"185000\">\n",
       "                \n",
       "                185000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2339\">\n",
       "                \n",
       "                2339\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527250040\">\n",
       "                \n",
       "                527250040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"190\">\n",
       "                \n",
       "                190\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100\">\n",
       "                \n",
       "                100\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"34650\">\n",
       "                \n",
       "                34650\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Bnk\">\n",
       "                \n",
       "                Bnk\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gilbert\">\n",
       "                \n",
       "                Gilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2fmCon\">\n",
       "                \n",
       "                2fmCon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1955\">\n",
       "                \n",
       "                1955\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1955\">\n",
       "                \n",
       "                1955\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1056\">\n",
       "                \n",
       "                1056\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1056\">\n",
       "                \n",
       "                1056\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1056\">\n",
       "                \n",
       "                1056\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1056\">\n",
       "                \n",
       "                1056\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1955\">\n",
       "                \n",
       "                1955\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"572\">\n",
       "                \n",
       "                572\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"264\">\n",
       "                \n",
       "                264\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145000\">\n",
       "                \n",
       "                145000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535104120\">\n",
       "                \n",
       "                535104120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"92\">\n",
       "                \n",
       "                92\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10573\">\n",
       "                \n",
       "                10573\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1961\">\n",
       "                \n",
       "                1961\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1961\">\n",
       "                \n",
       "                1961\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1312\">\n",
       "                \n",
       "                1312\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"141\">\n",
       "                \n",
       "                141\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1453\">\n",
       "                \n",
       "                1453\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1453\">\n",
       "                \n",
       "                1453\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1453\">\n",
       "                \n",
       "                1453\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1961\">\n",
       "                \n",
       "                1961\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"530\">\n",
       "                \n",
       "                530\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"49\">\n",
       "                \n",
       "                49\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"288\">\n",
       "                \n",
       "                288\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GdPrv\">\n",
       "                \n",
       "                GdPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"187500\">\n",
       "                \n",
       "                187500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"86\">\n",
       "                \n",
       "                86\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"532376160\">\n",
       "                \n",
       "                532376160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"65\">\n",
       "                \n",
       "                65\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8450\">\n",
       "                \n",
       "                8450\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RRAe\">\n",
       "                \n",
       "                RRAe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1965\">\n",
       "                \n",
       "                1965\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"553\">\n",
       "                \n",
       "                553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"117\">\n",
       "                \n",
       "                117\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"224\">\n",
       "                \n",
       "                224\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"894\">\n",
       "                \n",
       "                894\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"894\">\n",
       "                \n",
       "                894\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"894\">\n",
       "                \n",
       "                894\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1973\">\n",
       "                \n",
       "                1973\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"336\">\n",
       "                \n",
       "                336\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"416\">\n",
       "                \n",
       "                416\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144\">\n",
       "                \n",
       "                144\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"138500\">\n",
       "                \n",
       "                138500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1534\">\n",
       "                \n",
       "                1534\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"909277040\">\n",
       "                \n",
       "                909277040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11700\">\n",
       "                \n",
       "                11700\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Grvl\">\n",
       "                \n",
       "                Grvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HLS\">\n",
       "                \n",
       "                HLS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Crawfor\">\n",
       "                \n",
       "                Crawfor\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1937\">\n",
       "                \n",
       "                1937\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WdShing\">\n",
       "                \n",
       "                WdShing\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Shng\">\n",
       "                \n",
       "                Wd&#8901;Shng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"606\">\n",
       "                \n",
       "                606\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"942\">\n",
       "                \n",
       "                942\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1265\">\n",
       "                \n",
       "                1265\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"673\">\n",
       "                \n",
       "                673\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1938\">\n",
       "                \n",
       "                1938\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Min2\">\n",
       "                \n",
       "                Min2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1937\">\n",
       "                \n",
       "                1937\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"240\">\n",
       "                \n",
       "                240\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"40\">\n",
       "                \n",
       "                40\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"198000\">\n",
       "                \n",
       "                198000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2243\">\n",
       "                \n",
       "                2243\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"911103060\">\n",
       "                \n",
       "                911103060\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"190\">\n",
       "                \n",
       "                190\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C&#8901;(all)\">\n",
       "                \n",
       "                C&#8901;(all)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"75\">\n",
       "                \n",
       "                75\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8250\">\n",
       "                \n",
       "                8250\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IDOTRR\">\n",
       "                \n",
       "                IDOTRR\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Feedr\">\n",
       "                \n",
       "                Feedr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2fmCon\">\n",
       "                \n",
       "                2fmCon\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1895\">\n",
       "                \n",
       "                1895\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"189\">\n",
       "                \n",
       "                189\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"957\">\n",
       "                \n",
       "                957\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1034\">\n",
       "                \n",
       "                1034\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"957\">\n",
       "                \n",
       "                957\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1991\">\n",
       "                \n",
       "                1991\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"133\">\n",
       "                \n",
       "                133\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"119600\">\n",
       "                \n",
       "                119600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1957\">\n",
       "                \n",
       "                1957\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535450190\">\n",
       "                \n",
       "                535450190\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8064\">\n",
       "                \n",
       "                8064\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Artery\">\n",
       "                \n",
       "                Artery\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1949\">\n",
       "                \n",
       "                1949\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"252\">\n",
       "                \n",
       "                252\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"924\">\n",
       "                \n",
       "                924\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Po\">\n",
       "                \n",
       "                Po\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2003\">\n",
       "                \n",
       "                2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"576\">\n",
       "                \n",
       "                576\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Shed\">\n",
       "                \n",
       "                Shed\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"122900\">\n",
       "                \n",
       "                122900\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"380\">\n",
       "                \n",
       "                380\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527355150\">\n",
       "                \n",
       "                527355150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9600\">\n",
       "                \n",
       "                9600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NWAmes\">\n",
       "                \n",
       "                NWAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PosN\">\n",
       "                \n",
       "                PosN\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1981\">\n",
       "                \n",
       "                1981\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1981\">\n",
       "                \n",
       "                1981\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WdShngl\">\n",
       "                \n",
       "                WdShngl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1104\">\n",
       "                \n",
       "                1104\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"140\">\n",
       "                \n",
       "                140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2524\">\n",
       "                \n",
       "                2524\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2524\">\n",
       "                \n",
       "                2524\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2524\">\n",
       "                \n",
       "                2524\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1981\">\n",
       "                \n",
       "                1981\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"542\">\n",
       "                \n",
       "                542\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"474\">\n",
       "                \n",
       "                474\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"278000\">\n",
       "                \n",
       "                278000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2860\">\n",
       "                \n",
       "                2860\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"909276010\">\n",
       "                \n",
       "                909276010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11435\">\n",
       "                \n",
       "                11435\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HLS\">\n",
       "                \n",
       "                HLS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Crawfor\">\n",
       "                \n",
       "                Crawfor\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1929\">\n",
       "                \n",
       "                1929\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stucco\">\n",
       "                \n",
       "                Stucco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"792\">\n",
       "                \n",
       "                792\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"792\">\n",
       "                \n",
       "                792\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"725\">\n",
       "                \n",
       "                725\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1517\">\n",
       "                \n",
       "                1517\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1931\">\n",
       "                \n",
       "                1931\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"400\">\n",
       "                \n",
       "                400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"230000\">\n",
       "                \n",
       "                230000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2517\">\n",
       "                \n",
       "                2517\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533250130\">\n",
       "                \n",
       "                533250130\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9549\">\n",
       "                \n",
       "                9549\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CulDSac\">\n",
       "                \n",
       "                CulDSac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Veenker\">\n",
       "                \n",
       "                Veenker\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"437\">\n",
       "                \n",
       "                437\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1057\">\n",
       "                \n",
       "                1057\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1494\">\n",
       "                \n",
       "                1494\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1494\">\n",
       "                \n",
       "                1494\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1494\">\n",
       "                \n",
       "                1494\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"481\">\n",
       "                \n",
       "                481\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"216\">\n",
       "                \n",
       "                216\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"270000\">\n",
       "                \n",
       "                270000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1933\">\n",
       "                \n",
       "                1933\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535302070\">\n",
       "                \n",
       "                535302070\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10950\">\n",
       "                \n",
       "                10950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1952\">\n",
       "                \n",
       "                1952\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1952\">\n",
       "                \n",
       "                1952\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"441\">\n",
       "                \n",
       "                441\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"251\">\n",
       "                \n",
       "                251\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"948\">\n",
       "                \n",
       "                948\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"948\">\n",
       "                \n",
       "                948\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"948\">\n",
       "                \n",
       "                948\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1952\">\n",
       "                \n",
       "                1952\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"410\">\n",
       "                \n",
       "                410\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48\">\n",
       "                \n",
       "                48\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"125000\">\n",
       "                \n",
       "                125000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"820\">\n",
       "                \n",
       "                820\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"906340110\">\n",
       "                \n",
       "                906340110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"79\">\n",
       "                \n",
       "                79\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10637\">\n",
       "                \n",
       "                10637\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CollgCr\">\n",
       "                \n",
       "                CollgCr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"336\">\n",
       "                \n",
       "                336\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1288\">\n",
       "                \n",
       "                1288\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"161\">\n",
       "                \n",
       "                161\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1705\">\n",
       "                \n",
       "                1705\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1718\">\n",
       "                \n",
       "                1718\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1718\">\n",
       "                \n",
       "                1718\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"826\">\n",
       "                \n",
       "                826\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"208\">\n",
       "                \n",
       "                208\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"297000\">\n",
       "                \n",
       "                297000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"675\">\n",
       "                \n",
       "                675\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535426150\">\n",
       "                \n",
       "                535426150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9000\">\n",
       "                \n",
       "                9000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HLS\">\n",
       "                \n",
       "                HLS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1958\">\n",
       "                \n",
       "                1958\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1958\">\n",
       "                \n",
       "                1958\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Flat\">\n",
       "                \n",
       "                Flat\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Tar&Grv\">\n",
       "                \n",
       "                Tar&Grv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"82\">\n",
       "                \n",
       "                82\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1142\">\n",
       "                \n",
       "                1142\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1142\">\n",
       "                \n",
       "                1142\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Basment\">\n",
       "                \n",
       "                Basment\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1958\">\n",
       "                \n",
       "                1958\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"384\">\n",
       "                \n",
       "                384\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"64\">\n",
       "                \n",
       "                64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"113500\">\n",
       "                \n",
       "                113500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2910\">\n",
       "                \n",
       "                2910\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"923225240\">\n",
       "                \n",
       "                923225240\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"41\">\n",
       "                \n",
       "                41\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2665\">\n",
       "                \n",
       "                2665\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MeadowV\">\n",
       "                \n",
       "                MeadowV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CemntBd\">\n",
       "                \n",
       "                CemntBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CmentBd\">\n",
       "                \n",
       "                CmentBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"548\">\n",
       "                \n",
       "                548\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"173\">\n",
       "                \n",
       "                173\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"36\">\n",
       "                \n",
       "                36\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"757\">\n",
       "                \n",
       "                757\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"925\">\n",
       "                \n",
       "                925\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"550\">\n",
       "                \n",
       "                550\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1475\">\n",
       "                \n",
       "                1475\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"336\">\n",
       "                \n",
       "                336\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"104\">\n",
       "                \n",
       "                104\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"127000\">\n",
       "                \n",
       "                127000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527358140\">\n",
       "                \n",
       "                527358140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"105\">\n",
       "                \n",
       "                105\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11751\">\n",
       "                \n",
       "                11751\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NWAmes\">\n",
       "                \n",
       "                NWAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"705\">\n",
       "                \n",
       "                705\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"115\">\n",
       "                \n",
       "                115\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1844\">\n",
       "                \n",
       "                1844\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1844\">\n",
       "                \n",
       "                1844\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1844\">\n",
       "                \n",
       "                1844\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"546\">\n",
       "                \n",
       "                546\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"122\">\n",
       "                \n",
       "                122\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COD\">\n",
       "                \n",
       "                COD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"190000\">\n",
       "                \n",
       "                190000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1873\">\n",
       "                \n",
       "                1873\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"534177210\">\n",
       "                \n",
       "                534177210\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9600\">\n",
       "                \n",
       "                9600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NWAmes\">\n",
       "                \n",
       "                NWAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1973\">\n",
       "                \n",
       "                1973\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1973\">\n",
       "                \n",
       "                1973\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"320\">\n",
       "                \n",
       "                320\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"916\">\n",
       "                \n",
       "                916\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1242\">\n",
       "                \n",
       "                1242\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1242\">\n",
       "                \n",
       "                1242\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1242\">\n",
       "                \n",
       "                1242\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1973\">\n",
       "                \n",
       "                1973\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528\">\n",
       "                \n",
       "                528\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"175500\">\n",
       "                \n",
       "                175500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2125\">\n",
       "                \n",
       "                2125\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"907135050\">\n",
       "                \n",
       "                907135050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8428\">\n",
       "                \n",
       "                8428\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR2\">\n",
       "                \n",
       "                IR2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CollgCr\">\n",
       "                \n",
       "                CollgCr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994\">\n",
       "                \n",
       "                1994\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994\">\n",
       "                \n",
       "                1994\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"420\">\n",
       "                \n",
       "                420\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"58\">\n",
       "                \n",
       "                58\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"990\">\n",
       "                \n",
       "                990\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"990\">\n",
       "                \n",
       "                990\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"990\">\n",
       "                \n",
       "                990\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"384\">\n",
       "                \n",
       "                384\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"256\">\n",
       "                \n",
       "                256\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"146000\">\n",
       "                \n",
       "                146000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1489\">\n",
       "                \n",
       "                1489\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"908102260\">\n",
       "                \n",
       "                908102260\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"75\">\n",
       "                \n",
       "                75\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9937\">\n",
       "                \n",
       "                9937\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Edwards\">\n",
       "                \n",
       "                Edwards\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1965\">\n",
       "                \n",
       "                1965\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1965\">\n",
       "                \n",
       "                1965\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"830\">\n",
       "                \n",
       "                830\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"290\">\n",
       "                \n",
       "                290\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"136\">\n",
       "                \n",
       "                136\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1256\">\n",
       "                \n",
       "                1256\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1256\">\n",
       "                \n",
       "                1256\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1256\">\n",
       "                \n",
       "                1256\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1965\">\n",
       "                \n",
       "                1965\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"276\">\n",
       "                \n",
       "                276\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"736\">\n",
       "                \n",
       "                736\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"68\">\n",
       "                \n",
       "                68\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"147500\">\n",
       "                \n",
       "                147500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2383\">\n",
       "                \n",
       "                2383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528110050\">\n",
       "                \n",
       "                528110050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107\">\n",
       "                \n",
       "                107\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13891\">\n",
       "                \n",
       "                13891\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NridgHt\">\n",
       "                \n",
       "                NridgHt\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1386\">\n",
       "                \n",
       "                1386\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"178\">\n",
       "                \n",
       "                178\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2076\">\n",
       "                \n",
       "                2076\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2076\">\n",
       "                \n",
       "                2076\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2076\">\n",
       "                \n",
       "                2076\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"850\">\n",
       "                \n",
       "                850\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"216\">\n",
       "                \n",
       "                216\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"229\">\n",
       "                \n",
       "                229\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"465000\">\n",
       "                \n",
       "                465000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"983\">\n",
       "                \n",
       "                983\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"923275040\">\n",
       "                \n",
       "                923275040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"85\">\n",
       "                \n",
       "                85\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9101\">\n",
       "                \n",
       "                9101\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mitchel\">\n",
       "                \n",
       "                Mitchel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SFoyer\">\n",
       "                \n",
       "                SFoyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1978\">\n",
       "                \n",
       "                1978\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1978\">\n",
       "                \n",
       "                1978\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"104\">\n",
       "                \n",
       "                104\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1097\">\n",
       "                \n",
       "                1097\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1097\">\n",
       "                \n",
       "                1097\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1110\">\n",
       "                \n",
       "                1110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1110\">\n",
       "                \n",
       "                1110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1978\">\n",
       "                \n",
       "                1978\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"602\">\n",
       "                \n",
       "                602\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"303\">\n",
       "                \n",
       "                303\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"165500\">\n",
       "                \n",
       "                165500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1325\">\n",
       "                \n",
       "                1325\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"902406090\">\n",
       "                \n",
       "                902406090\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"81\">\n",
       "                \n",
       "                81\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12150\">\n",
       "                \n",
       "                12150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Grvl\">\n",
       "                \n",
       "                Grvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"OldTown\">\n",
       "                \n",
       "                OldTown\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"335\">\n",
       "                \n",
       "                335\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1050\">\n",
       "                \n",
       "                1050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FuseF\">\n",
       "                \n",
       "                FuseF\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1050\">\n",
       "                \n",
       "                1050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"745\">\n",
       "                \n",
       "                745\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1795\">\n",
       "                \n",
       "                1795\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"352\">\n",
       "                \n",
       "                352\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"131500\">\n",
       "                \n",
       "                131500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1378\">\n",
       "                \n",
       "                1378\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905102170\">\n",
       "                \n",
       "                905102170\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11200\">\n",
       "                \n",
       "                11200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1965\">\n",
       "                \n",
       "                1965\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1965\">\n",
       "                \n",
       "                1965\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"906\">\n",
       "                \n",
       "                906\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"134\">\n",
       "                \n",
       "                134\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1965\">\n",
       "                \n",
       "                1965\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"384\">\n",
       "                \n",
       "                384\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"129500\">\n",
       "                \n",
       "                129500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1537\">\n",
       "                \n",
       "                1537\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"909281110\">\n",
       "                \n",
       "                909281110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100\">\n",
       "                \n",
       "                100\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9670\">\n",
       "                \n",
       "                9670\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HLS\">\n",
       "                \n",
       "                HLS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Crawfor\">\n",
       "                \n",
       "                Crawfor\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1935\">\n",
       "                \n",
       "                1935\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stucco\">\n",
       "                \n",
       "                Stucco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"40\">\n",
       "                \n",
       "                40\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"210\">\n",
       "                \n",
       "                210\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"142\">\n",
       "                \n",
       "                142\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"608\">\n",
       "                \n",
       "                608\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"983\">\n",
       "                \n",
       "                983\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"890\">\n",
       "                \n",
       "                890\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1873\">\n",
       "                \n",
       "                1873\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1935\">\n",
       "                \n",
       "                1935\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"786\">\n",
       "                \n",
       "                786\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"207\">\n",
       "                \n",
       "                207\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"257076\">\n",
       "                \n",
       "                257076\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905\">\n",
       "                \n",
       "                905\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"909101140\">\n",
       "                \n",
       "                909101140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10998\">\n",
       "                \n",
       "                10998\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Grvl\">\n",
       "                \n",
       "                Grvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Edwards\">\n",
       "                \n",
       "                Edwards\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1941\">\n",
       "                \n",
       "                1941\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1960\">\n",
       "                \n",
       "                1960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"408\">\n",
       "                \n",
       "                408\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"420\">\n",
       "                \n",
       "                420\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"156\">\n",
       "                \n",
       "                156\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"984\">\n",
       "                \n",
       "                984\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"984\">\n",
       "                \n",
       "                984\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"620\">\n",
       "                \n",
       "                620\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1604\">\n",
       "                \n",
       "                1604\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Min2\">\n",
       "                \n",
       "                Min2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"660\">\n",
       "                \n",
       "                660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"68\">\n",
       "                \n",
       "                68\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"117000\">\n",
       "                \n",
       "                117000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1532\">\n",
       "                \n",
       "                1532\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"909275050\">\n",
       "                \n",
       "                909275050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7200\">\n",
       "                \n",
       "                7200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HLS\">\n",
       "                \n",
       "                HLS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Crawfor\">\n",
       "                \n",
       "                Crawfor\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1931\">\n",
       "                \n",
       "                1931\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stucco\">\n",
       "                \n",
       "                Stucco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Shng\">\n",
       "                \n",
       "                Wd&#8901;Shng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"776\">\n",
       "                \n",
       "                776\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"851\">\n",
       "                \n",
       "                851\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"651\">\n",
       "                \n",
       "                651\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1502\">\n",
       "                \n",
       "                1502\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1931\">\n",
       "                \n",
       "                1931\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"270\">\n",
       "                \n",
       "                270\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"P\">\n",
       "                \n",
       "                P\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"112\">\n",
       "                \n",
       "                112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"149000\">\n",
       "                \n",
       "                149000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"132\">\n",
       "                \n",
       "                132\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"534475100\">\n",
       "                \n",
       "                534475100\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9920\">\n",
       "                \n",
       "                9920\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"110\">\n",
       "                \n",
       "                110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"354\">\n",
       "                \n",
       "                354\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"290\">\n",
       "                \n",
       "                290\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"156\">\n",
       "                \n",
       "                156\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1056\">\n",
       "                \n",
       "                1056\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1063\">\n",
       "                \n",
       "                1063\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1063\">\n",
       "                \n",
       "                1063\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"280\">\n",
       "                \n",
       "                280\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"164\">\n",
       "                \n",
       "                164\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"128000\">\n",
       "                \n",
       "                128000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1078\">\n",
       "                \n",
       "                1078\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528188090\">\n",
       "                \n",
       "                528188090\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"36\">\n",
       "                \n",
       "                36\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2448\">\n",
       "                \n",
       "                2448\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NridgHt\">\n",
       "                \n",
       "                NridgHt\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Twnhs\">\n",
       "                \n",
       "                Twnhs\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2003\">\n",
       "                \n",
       "                2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Shng\">\n",
       "                \n",
       "                Wd&#8901;Shng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"106\">\n",
       "                \n",
       "                106\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"252\">\n",
       "                \n",
       "                252\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"764\">\n",
       "                \n",
       "                764\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"764\">\n",
       "                \n",
       "                764\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"862\">\n",
       "                \n",
       "                862\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1626\">\n",
       "                \n",
       "                1626\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BuiltIn\">\n",
       "                \n",
       "                BuiltIn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2003\">\n",
       "                \n",
       "                2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"474\">\n",
       "                \n",
       "                474\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27\">\n",
       "                \n",
       "                27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"155000\">\n",
       "                \n",
       "                155000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2511\">\n",
       "                \n",
       "                2511\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533221080\">\n",
       "                \n",
       "                533221080\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FV\">\n",
       "                \n",
       "                FV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2998\">\n",
       "                \n",
       "                2998\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"513\">\n",
       "                \n",
       "                513\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"353\">\n",
       "                \n",
       "                353\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"147\">\n",
       "                \n",
       "                147\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"756\">\n",
       "                \n",
       "                756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"768\">\n",
       "                \n",
       "                768\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"756\">\n",
       "                \n",
       "                756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1524\">\n",
       "                \n",
       "                1524\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"440\">\n",
       "                \n",
       "                440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32\">\n",
       "                \n",
       "                32\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"166000\">\n",
       "                \n",
       "                166000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"912\">\n",
       "                \n",
       "                912\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"909250220\">\n",
       "                \n",
       "                909250220\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"65\">\n",
       "                \n",
       "                65\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7804\">\n",
       "                \n",
       "                7804\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SWISU\">\n",
       "                \n",
       "                SWISU\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1928\">\n",
       "                \n",
       "                1928\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WdShing\">\n",
       "                \n",
       "                WdShing\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"622\">\n",
       "                \n",
       "                622\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"244\">\n",
       "                \n",
       "                244\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1122\">\n",
       "                \n",
       "                1122\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1328\">\n",
       "                \n",
       "                1328\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"653\">\n",
       "                \n",
       "                653\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1981\">\n",
       "                \n",
       "                1981\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Min2\">\n",
       "                \n",
       "                Min2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1981\">\n",
       "                \n",
       "                1981\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"576\">\n",
       "                \n",
       "                576\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"431\">\n",
       "                \n",
       "                431\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"135000\">\n",
       "                \n",
       "                135000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2351\">\n",
       "                \n",
       "                2351\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527356020\">\n",
       "                \n",
       "                527356020\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16692\">\n",
       "                \n",
       "                16692\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NWAmes\">\n",
       "                \n",
       "                NWAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RRAn\">\n",
       "                \n",
       "                RRAn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1978\">\n",
       "                \n",
       "                1978\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1978\">\n",
       "                \n",
       "                1978\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Plywood\">\n",
       "                \n",
       "                Plywood\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"184\">\n",
       "                \n",
       "                184\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"790\">\n",
       "                \n",
       "                790\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"469\">\n",
       "                \n",
       "                469\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"133\">\n",
       "                \n",
       "                133\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1392\">\n",
       "                \n",
       "                1392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1392\">\n",
       "                \n",
       "                1392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1392\">\n",
       "                \n",
       "                1392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2784\">\n",
       "                \n",
       "                2784\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1978\">\n",
       "                \n",
       "                1978\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"564\">\n",
       "                \n",
       "                564\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"112\">\n",
       "                \n",
       "                112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"440\">\n",
       "                \n",
       "                440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"519\">\n",
       "                \n",
       "                519\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TenC\">\n",
       "                \n",
       "                TenC\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"250000\">\n",
       "                \n",
       "                250000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"330\">\n",
       "                \n",
       "                330\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"923226250\">\n",
       "                \n",
       "                923226250\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1476\">\n",
       "                \n",
       "                1476\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MeadowV\">\n",
       "                \n",
       "                MeadowV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Twnhs\">\n",
       "                \n",
       "                Twnhs\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970\">\n",
       "                \n",
       "                1970\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970\">\n",
       "                \n",
       "                1970\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CemntBd\">\n",
       "                \n",
       "                CemntBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CmentBd\">\n",
       "                \n",
       "                CmentBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"176\">\n",
       "                \n",
       "                176\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"114\">\n",
       "                \n",
       "                114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"546\">\n",
       "                \n",
       "                546\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"546\">\n",
       "                \n",
       "                546\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"546\">\n",
       "                \n",
       "                546\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1092\">\n",
       "                \n",
       "                1092\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"200\">\n",
       "                \n",
       "                200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"76000\">\n",
       "                \n",
       "                76000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2586\">\n",
       "                \n",
       "                2586\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535305120\">\n",
       "                \n",
       "                535305120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"75\">\n",
       "                \n",
       "                75\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10170\">\n",
       "                \n",
       "                10170\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1951\">\n",
       "                \n",
       "                1951\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1951\">\n",
       "                \n",
       "                1951\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"522\">\n",
       "                \n",
       "                522\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"216\">\n",
       "                \n",
       "                216\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"216\">\n",
       "                \n",
       "                216\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1575\">\n",
       "                \n",
       "                1575\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1575\">\n",
       "                \n",
       "                1575\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1951\">\n",
       "                \n",
       "                1951\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"400\">\n",
       "                \n",
       "                400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"155000\">\n",
       "                \n",
       "                155000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"224\">\n",
       "                \n",
       "                224\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905106140\">\n",
       "                \n",
       "                905106140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9364\">\n",
       "                \n",
       "                9364\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"143\">\n",
       "                \n",
       "                143\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"371\">\n",
       "                \n",
       "                371\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"36\">\n",
       "                \n",
       "                36\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"663\">\n",
       "                \n",
       "                663\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"663\">\n",
       "                \n",
       "                663\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"689\">\n",
       "                \n",
       "                689\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1352\">\n",
       "                \n",
       "                1352\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"299\">\n",
       "                \n",
       "                299\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"379\">\n",
       "                \n",
       "                379\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"36\">\n",
       "                \n",
       "                36\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"158000\">\n",
       "                \n",
       "                158000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"98\">\n",
       "                \n",
       "                98\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533212020\">\n",
       "                \n",
       "                533212020\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FV\">\n",
       "                \n",
       "                FV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2544\">\n",
       "                \n",
       "                2544\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Twnhs\">\n",
       "                \n",
       "                Twnhs\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"368\">\n",
       "                \n",
       "                368\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42\">\n",
       "                \n",
       "                42\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"190\">\n",
       "                \n",
       "                190\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"600\">\n",
       "                \n",
       "                600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"600\">\n",
       "                \n",
       "                600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"600\">\n",
       "                \n",
       "                600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1200\">\n",
       "                \n",
       "                1200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"172\">\n",
       "                \n",
       "                172\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"149500\">\n",
       "                \n",
       "                149500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2565\">\n",
       "                \n",
       "                2565\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"534479300\">\n",
       "                \n",
       "                534479300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"82\">\n",
       "                \n",
       "                82\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9888\">\n",
       "                \n",
       "                9888\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1975\">\n",
       "                \n",
       "                1975\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"486\">\n",
       "                \n",
       "                486\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"194\">\n",
       "                \n",
       "                194\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"936\">\n",
       "                \n",
       "                936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FuseA\">\n",
       "                \n",
       "                FuseA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"936\">\n",
       "                \n",
       "                936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"936\">\n",
       "                \n",
       "                936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"240\">\n",
       "                \n",
       "                240\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"121000\">\n",
       "                \n",
       "                121000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1934\">\n",
       "                \n",
       "                1934\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535304170\">\n",
       "                \n",
       "                535304170\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"68\">\n",
       "                \n",
       "                68\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7942\">\n",
       "                \n",
       "                7942\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1953\">\n",
       "                \n",
       "                1953\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1953\">\n",
       "                \n",
       "                1953\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"85\">\n",
       "                \n",
       "                85\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"955\">\n",
       "                \n",
       "                955\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FuseF\">\n",
       "                \n",
       "                FuseF\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1040\">\n",
       "                \n",
       "                1040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1953\">\n",
       "                \n",
       "                1953\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"293\">\n",
       "                \n",
       "                293\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"136000\">\n",
       "                \n",
       "                136000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"997\">\n",
       "                \n",
       "                997\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527107010\">\n",
       "                \n",
       "                527107010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15038\">\n",
       "                \n",
       "                15038\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR2\">\n",
       "                \n",
       "                IR2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gilbert\">\n",
       "                \n",
       "                Gilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"138\">\n",
       "                \n",
       "                138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"916\">\n",
       "                \n",
       "                916\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"916\">\n",
       "                \n",
       "                916\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1636\">\n",
       "                \n",
       "                1636\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"386\">\n",
       "                \n",
       "                386\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"168\">\n",
       "                \n",
       "                168\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"84\">\n",
       "                \n",
       "                84\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"173000\">\n",
       "                \n",
       "                173000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"64\">\n",
       "                \n",
       "                64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528382020\">\n",
       "                \n",
       "                528382020\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"92\">\n",
       "                \n",
       "                92\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11764\">\n",
       "                \n",
       "                11764\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CulDSac\">\n",
       "                \n",
       "                CulDSac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NoRidge\">\n",
       "                \n",
       "                NoRidge\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999\">\n",
       "                \n",
       "                1999\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"348\">\n",
       "                \n",
       "                348\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"524\">\n",
       "                \n",
       "                524\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"116\">\n",
       "                \n",
       "                116\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1152\">\n",
       "                \n",
       "                1152\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1164\">\n",
       "                \n",
       "                1164\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1106\">\n",
       "                \n",
       "                1106\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2270\">\n",
       "                \n",
       "                2270\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999\">\n",
       "                \n",
       "                1999\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"671\">\n",
       "                \n",
       "                671\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"132\">\n",
       "                \n",
       "                132\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"57\">\n",
       "                \n",
       "                57\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"290000\">\n",
       "                \n",
       "                290000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1799\">\n",
       "                \n",
       "                1799\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528458130\">\n",
       "                \n",
       "                528458130\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FV\">\n",
       "                \n",
       "                FV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"75\">\n",
       "                \n",
       "                75\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9000\">\n",
       "                \n",
       "                9000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CemntBd\">\n",
       "                \n",
       "                CemntBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CmentBd\">\n",
       "                \n",
       "                CmentBd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"64\">\n",
       "                \n",
       "                64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"96\">\n",
       "                \n",
       "                96\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1184\">\n",
       "                \n",
       "                1184\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1184\">\n",
       "                \n",
       "                1184\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1426\">\n",
       "                \n",
       "                1426\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2610\">\n",
       "                \n",
       "                2610\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BuiltIn\">\n",
       "                \n",
       "                BuiltIn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"550\">\n",
       "                \n",
       "                550\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"208\">\n",
       "                \n",
       "                208\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"108\">\n",
       "                \n",
       "                108\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"303477\">\n",
       "                \n",
       "                303477\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"230\">\n",
       "                \n",
       "                230\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905109170\">\n",
       "                \n",
       "                905109170\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20062\">\n",
       "                \n",
       "                20062\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Low\">\n",
       "                \n",
       "                Low\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ClearCr\">\n",
       "                \n",
       "                ClearCr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2001\">\n",
       "                \n",
       "                2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1092\">\n",
       "                \n",
       "                1092\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"72\">\n",
       "                \n",
       "                72\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1420\">\n",
       "                \n",
       "                1420\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1483\">\n",
       "                \n",
       "                1483\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1483\">\n",
       "                \n",
       "                1483\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1977\">\n",
       "                \n",
       "                1977\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"690\">\n",
       "                \n",
       "                690\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"496\">\n",
       "                \n",
       "                496\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"270000\">\n",
       "                \n",
       "                270000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1295\">\n",
       "                \n",
       "                1295\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"902109160\">\n",
       "                \n",
       "                902109160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"81\">\n",
       "                \n",
       "                81\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7308\">\n",
       "                \n",
       "                7308\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"OldTown\">\n",
       "                \n",
       "                OldTown\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Artery\">\n",
       "                \n",
       "                Artery\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920\">\n",
       "                \n",
       "                1920\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WdShing\">\n",
       "                \n",
       "                WdShing\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Shng\">\n",
       "                \n",
       "                Wd&#8901;Shng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"360\">\n",
       "                \n",
       "                360\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"64\">\n",
       "                \n",
       "                64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"936\">\n",
       "                \n",
       "                936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FuseA\">\n",
       "                \n",
       "                FuseA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"960\">\n",
       "                \n",
       "                960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780\">\n",
       "                \n",
       "                780\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1740\">\n",
       "                \n",
       "                1740\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920\">\n",
       "                \n",
       "                1920\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"225\">\n",
       "                \n",
       "                225\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"236\">\n",
       "                \n",
       "                236\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"122250\">\n",
       "                \n",
       "                122250\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"638\">\n",
       "                \n",
       "                638\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535178120\">\n",
       "                \n",
       "                535178120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8750\">\n",
       "                \n",
       "                8750\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1955\">\n",
       "                \n",
       "                1955\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1955\">\n",
       "                \n",
       "                1955\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AsbShng\">\n",
       "                \n",
       "                AsbShng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AsbShng\">\n",
       "                \n",
       "                AsbShng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"172\">\n",
       "                \n",
       "                172\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"483\">\n",
       "                \n",
       "                483\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"215\">\n",
       "                \n",
       "                215\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1382\">\n",
       "                \n",
       "                1382\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FuseA\">\n",
       "                \n",
       "                FuseA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1382\">\n",
       "                \n",
       "                1382\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1382\">\n",
       "                \n",
       "                1382\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1955\">\n",
       "                \n",
       "                1955\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"350\">\n",
       "                \n",
       "                350\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"280\">\n",
       "                \n",
       "                280\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GdWo\">\n",
       "                \n",
       "                GdWo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"153000\">\n",
       "                \n",
       "                153000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2278\">\n",
       "                \n",
       "                2278\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"923202134\">\n",
       "                \n",
       "                923202134\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8402\">\n",
       "                \n",
       "                8402\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mitchel\">\n",
       "                \n",
       "                Mitchel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Feedr\">\n",
       "                \n",
       "                Feedr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"206\">\n",
       "                \n",
       "                206\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"146\">\n",
       "                \n",
       "                146\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1120\">\n",
       "                \n",
       "                1120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1120\">\n",
       "                \n",
       "                1120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1120\">\n",
       "                \n",
       "                1120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"147000\">\n",
       "                \n",
       "                147000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2202\">\n",
       "                \n",
       "                2202\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"909252150\">\n",
       "                \n",
       "                909252150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"63\">\n",
       "                \n",
       "                63\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4000\">\n",
       "                \n",
       "                4000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Crawfor\">\n",
       "                \n",
       "                Crawfor\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930\">\n",
       "                \n",
       "                1930\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"246\">\n",
       "                \n",
       "                246\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"29\">\n",
       "                \n",
       "                29\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"531\">\n",
       "                \n",
       "                531\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"567\">\n",
       "                \n",
       "                567\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"531\">\n",
       "                \n",
       "                531\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1098\">\n",
       "                \n",
       "                1098\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930\">\n",
       "                \n",
       "                1930\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"216\">\n",
       "                \n",
       "                216\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"148500\">\n",
       "                \n",
       "                148500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2833\">\n",
       "                \n",
       "                2833\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"908188150\">\n",
       "                \n",
       "                908188150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32\">\n",
       "                \n",
       "                32\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3363\">\n",
       "                \n",
       "                3363\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Edwards\">\n",
       "                \n",
       "                Edwards\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"117\">\n",
       "                \n",
       "                117\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"208\">\n",
       "                \n",
       "                208\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"976\">\n",
       "                \n",
       "                976\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"976\">\n",
       "                \n",
       "                976\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"732\">\n",
       "                \n",
       "                732\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1708\">\n",
       "                \n",
       "                1708\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Maj1\">\n",
       "                \n",
       "                Maj1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"380\">\n",
       "                \n",
       "                380\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"40\">\n",
       "                \n",
       "                40\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"130000\">\n",
       "                \n",
       "                130000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1707\">\n",
       "                \n",
       "                1707\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528150040\">\n",
       "                \n",
       "                528150040\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"94\">\n",
       "                \n",
       "                94\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13615\">\n",
       "                \n",
       "                13615\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HLS\">\n",
       "                \n",
       "                HLS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NridgHt\">\n",
       "                \n",
       "                NridgHt\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"510\">\n",
       "                \n",
       "                510\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1802\">\n",
       "                \n",
       "                1802\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1802\">\n",
       "                \n",
       "                1802\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1802\">\n",
       "                \n",
       "                1802\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"843\">\n",
       "                \n",
       "                843\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"158\">\n",
       "                \n",
       "                158\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"105\">\n",
       "                \n",
       "                105\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"372000\">\n",
       "                \n",
       "                372000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2428\">\n",
       "                \n",
       "                2428\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528228565\">\n",
       "                \n",
       "                528228565\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"43\">\n",
       "                \n",
       "                43\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3013\">\n",
       "                \n",
       "                3013\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Blmngtn\">\n",
       "                \n",
       "                Blmngtn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145\">\n",
       "                \n",
       "                145\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16\">\n",
       "                \n",
       "                16\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"66\">\n",
       "                \n",
       "                66\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1362\">\n",
       "                \n",
       "                1362\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1506\">\n",
       "                \n",
       "                1506\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1506\">\n",
       "                \n",
       "                1506\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"440\">\n",
       "                \n",
       "                440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"142\">\n",
       "                \n",
       "                142\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"213490\">\n",
       "                \n",
       "                213490\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"242\">\n",
       "                \n",
       "                242\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905453080\">\n",
       "                \n",
       "                905453080\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"44\">\n",
       "                \n",
       "                44\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17485\">\n",
       "                \n",
       "                17485\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR2\">\n",
       "                \n",
       "                IR2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Edwards\">\n",
       "                \n",
       "                Edwards\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"96\">\n",
       "                \n",
       "                96\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1346\">\n",
       "                \n",
       "                1346\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"162\">\n",
       "                \n",
       "                162\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1508\">\n",
       "                \n",
       "                1508\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1508\">\n",
       "                \n",
       "                1508\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1508\">\n",
       "                \n",
       "                1508\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"572\">\n",
       "                \n",
       "                572\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Con\">\n",
       "                \n",
       "                Con\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"308030\">\n",
       "                \n",
       "                308030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1564\">\n",
       "                \n",
       "                1564\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"914453045\">\n",
       "                \n",
       "                914453045\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23730\">\n",
       "                \n",
       "                23730\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR2\">\n",
       "                \n",
       "                IR2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mitchel\">\n",
       "                \n",
       "                Mitchel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997\">\n",
       "                \n",
       "                1997\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"668\">\n",
       "                \n",
       "                668\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"700\">\n",
       "                \n",
       "                700\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"116\">\n",
       "                \n",
       "                116\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1840\">\n",
       "                \n",
       "                1840\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2032\">\n",
       "                \n",
       "                2032\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2032\">\n",
       "                \n",
       "                2032\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"786\">\n",
       "                \n",
       "                786\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"46\">\n",
       "                \n",
       "                46\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"192\">\n",
       "                \n",
       "                192\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"300000\">\n",
       "                \n",
       "                300000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2613\">\n",
       "                \n",
       "                2613\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535403150\">\n",
       "                \n",
       "                535403150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"79\">\n",
       "                \n",
       "                79\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8910\">\n",
       "                \n",
       "                8910\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1959\">\n",
       "                \n",
       "                1959\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1959\">\n",
       "                \n",
       "                1959\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"655\">\n",
       "                \n",
       "                655\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"655\">\n",
       "                \n",
       "                655\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1194\">\n",
       "                \n",
       "                1194\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1194\">\n",
       "                \n",
       "                1194\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BuiltIn\">\n",
       "                \n",
       "                BuiltIn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954\">\n",
       "                \n",
       "                1954\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"539\">\n",
       "                \n",
       "                539\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"192\">\n",
       "                \n",
       "                192\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"159500\">\n",
       "                \n",
       "                159500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2832\">\n",
       "                \n",
       "                2832\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"908188140\">\n",
       "                \n",
       "                908188140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24\">\n",
       "                \n",
       "                24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2522\">\n",
       "                \n",
       "                2522\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Edwards\">\n",
       "                \n",
       "                Edwards\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Twnhs\">\n",
       "                \n",
       "                Twnhs\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"202\">\n",
       "                \n",
       "                202\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"970\">\n",
       "                \n",
       "                970\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"970\">\n",
       "                \n",
       "                970\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"739\">\n",
       "                \n",
       "                739\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1709\">\n",
       "                \n",
       "                1709\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Maj1\">\n",
       "                \n",
       "                Maj1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"380\">\n",
       "                \n",
       "                380\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"40\">\n",
       "                \n",
       "                40\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"137500\">\n",
       "                \n",
       "                137500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2459\">\n",
       "                \n",
       "                2459\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528439030\">\n",
       "                \n",
       "                528439030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"73\">\n",
       "                \n",
       "                73\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8688\">\n",
       "                \n",
       "                8688\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"228\">\n",
       "                \n",
       "                228\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1616\">\n",
       "                \n",
       "                1616\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1616\">\n",
       "                \n",
       "                1616\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1616\">\n",
       "                \n",
       "                1616\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"834\">\n",
       "                \n",
       "                834\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"208\">\n",
       "                \n",
       "                208\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"59\">\n",
       "                \n",
       "                59\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"232000\">\n",
       "                \n",
       "                232000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1360\">\n",
       "                \n",
       "                1360\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"903452025\">\n",
       "                \n",
       "                903452025\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6291\">\n",
       "                \n",
       "                6291\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Grvl\">\n",
       "                \n",
       "                Grvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IDOTRR\">\n",
       "                \n",
       "                IDOTRR\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RRNe\">\n",
       "                \n",
       "                RRNe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930\">\n",
       "                \n",
       "                1930\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stucco\">\n",
       "                \n",
       "                Stucco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Shng\">\n",
       "                \n",
       "                Wd&#8901;Shng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"768\">\n",
       "                \n",
       "                768\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"768\">\n",
       "                \n",
       "                768\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"768\">\n",
       "                \n",
       "                768\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930\">\n",
       "                \n",
       "                1930\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"440\">\n",
       "                \n",
       "                440\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"84\">\n",
       "                \n",
       "                84\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"93850\">\n",
       "                \n",
       "                93850\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2723\">\n",
       "                \n",
       "                2723\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905200380\">\n",
       "                \n",
       "                905200380\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17529\">\n",
       "                \n",
       "                17529\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1924\">\n",
       "                \n",
       "                1924\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"65\">\n",
       "                \n",
       "                65\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"104\">\n",
       "                \n",
       "                104\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"872\">\n",
       "                \n",
       "                872\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FuseF\">\n",
       "                \n",
       "                FuseF\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"872\">\n",
       "                \n",
       "                872\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"872\">\n",
       "                \n",
       "                872\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mod\">\n",
       "                \n",
       "                Mod\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1924\">\n",
       "                \n",
       "                1924\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"322\">\n",
       "                \n",
       "                322\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"116\">\n",
       "                \n",
       "                116\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"105000\">\n",
       "                \n",
       "                105000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1350\">\n",
       "                \n",
       "                1350\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"903235100\">\n",
       "                \n",
       "                903235100\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6324\">\n",
       "                \n",
       "                6324\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkSide\">\n",
       "                \n",
       "                BrkSide\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Feedr\">\n",
       "                \n",
       "                Feedr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RRNn\">\n",
       "                \n",
       "                RRNn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1927\">\n",
       "                \n",
       "                1927\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"520\">\n",
       "                \n",
       "                520\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"520\">\n",
       "                \n",
       "                520\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"520\">\n",
       "                \n",
       "                520\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920\">\n",
       "                \n",
       "                1920\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"240\">\n",
       "                \n",
       "                240\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"49\">\n",
       "                \n",
       "                49\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"87\">\n",
       "                \n",
       "                87\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"68500\">\n",
       "                \n",
       "                68500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"136\">\n",
       "                \n",
       "                136\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535106190\">\n",
       "                \n",
       "                535106190\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"90\">\n",
       "                \n",
       "                90\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11600\">\n",
       "                \n",
       "                11600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Feedr\">\n",
       "                \n",
       "                Feedr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Duplex\">\n",
       "                \n",
       "                Duplex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1960\">\n",
       "                \n",
       "                1960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1960\">\n",
       "                \n",
       "                1960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"361\">\n",
       "                \n",
       "                361\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"443\">\n",
       "                \n",
       "                443\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"150\">\n",
       "                \n",
       "                150\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1105\">\n",
       "                \n",
       "                1105\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FuseA\">\n",
       "                \n",
       "                FuseA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1105\">\n",
       "                \n",
       "                1105\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1169\">\n",
       "                \n",
       "                1169\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2274\">\n",
       "                \n",
       "                2274\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1960\">\n",
       "                \n",
       "                1960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"154300\">\n",
       "                \n",
       "                154300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2235\">\n",
       "                \n",
       "                2235\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"910201050\">\n",
       "                \n",
       "                910201050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7288\">\n",
       "                \n",
       "                7288\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IDOTRR\">\n",
       "                \n",
       "                IDOTRR\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Artery\">\n",
       "                \n",
       "                Artery\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1925\">\n",
       "                \n",
       "                1925\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2003\">\n",
       "                \n",
       "                2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Po\">\n",
       "                \n",
       "                Po\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"168\">\n",
       "                \n",
       "                168\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"936\">\n",
       "                \n",
       "                936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"936\">\n",
       "                \n",
       "                936\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"665\">\n",
       "                \n",
       "                665\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1601\">\n",
       "                \n",
       "                1601\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"176\">\n",
       "                \n",
       "                176\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"129850\">\n",
       "                \n",
       "                129850\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993\">\n",
       "                \n",
       "                1993\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"902301130\">\n",
       "                \n",
       "                902301130\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35\">\n",
       "                \n",
       "                35\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4571\">\n",
       "                \n",
       "                4571\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Grvl\">\n",
       "                \n",
       "                Grvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"OldTown\">\n",
       "                \n",
       "                OldTown\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1910\">\n",
       "                \n",
       "                1910\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"168\">\n",
       "                \n",
       "                168\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"192\">\n",
       "                \n",
       "                192\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"616\">\n",
       "                \n",
       "                616\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"616\">\n",
       "                \n",
       "                616\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"616\">\n",
       "                \n",
       "                616\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1232\">\n",
       "                \n",
       "                1232\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920\">\n",
       "                \n",
       "                1920\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"280\">\n",
       "                \n",
       "                280\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"143\">\n",
       "                \n",
       "                143\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"114000\">\n",
       "                \n",
       "                114000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"367\">\n",
       "                \n",
       "                367\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527214050\">\n",
       "                \n",
       "                527214050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"63\">\n",
       "                \n",
       "                63\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17423\">\n",
       "                \n",
       "                17423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CulDSac\">\n",
       "                \n",
       "                CulDSac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"StoneBr\">\n",
       "                \n",
       "                StoneBr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"748\">\n",
       "                \n",
       "                748\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1904\">\n",
       "                \n",
       "                1904\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"56\">\n",
       "                \n",
       "                56\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2216\">\n",
       "                \n",
       "                2216\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2234\">\n",
       "                \n",
       "                2234\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2234\">\n",
       "                \n",
       "                2234\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1166\">\n",
       "                \n",
       "                1166\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"501837\">\n",
       "                \n",
       "                501837\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1309\">\n",
       "                \n",
       "                1309\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"902300215\">\n",
       "                \n",
       "                902300215\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50\">\n",
       "                \n",
       "                50\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100\">\n",
       "                \n",
       "                100\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12665\">\n",
       "                \n",
       "                12665\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Grvl\">\n",
       "                \n",
       "                Grvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"OldTown\">\n",
       "                \n",
       "                OldTown\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Artery\">\n",
       "                \n",
       "                Artery\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.5Fin\">\n",
       "                \n",
       "                1.5Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1915\">\n",
       "                \n",
       "                1915\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950\">\n",
       "                \n",
       "                1950\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkTil\">\n",
       "                \n",
       "                BrkTil\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"108\">\n",
       "                \n",
       "                108\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"876\">\n",
       "                \n",
       "                876\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"876\">\n",
       "                \n",
       "                876\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"540\">\n",
       "                \n",
       "                540\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1416\">\n",
       "                \n",
       "                1416\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1949\">\n",
       "                \n",
       "                1949\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"720\">\n",
       "                \n",
       "                720\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"418\">\n",
       "                \n",
       "                418\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"194\">\n",
       "                \n",
       "                194\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"153900\">\n",
       "                \n",
       "                153900\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"402\">\n",
       "                \n",
       "                402\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527425110\">\n",
       "                \n",
       "                527425110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9000\">\n",
       "                \n",
       "                9000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FR2\">\n",
       "                \n",
       "                FR2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1971\">\n",
       "                \n",
       "                1971\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"240\">\n",
       "                \n",
       "                240\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"112\">\n",
       "                \n",
       "                112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"864\">\n",
       "                \n",
       "                864\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"864\">\n",
       "                \n",
       "                864\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"864\">\n",
       "                \n",
       "                864\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1986\">\n",
       "                \n",
       "                1986\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"576\">\n",
       "                \n",
       "                576\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"200\">\n",
       "                \n",
       "                200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GdWo\">\n",
       "                \n",
       "                GdWo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"130000\">\n",
       "                \n",
       "                130000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1592\">\n",
       "                \n",
       "                1592\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"923203140\">\n",
       "                \n",
       "                923203140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RM\">\n",
       "                \n",
       "                RM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32\">\n",
       "                \n",
       "                32\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4500\">\n",
       "                \n",
       "                4500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FR2\">\n",
       "                \n",
       "                FR2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mitchel\">\n",
       "                \n",
       "                Mitchel\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997\">\n",
       "                \n",
       "                1997\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997\">\n",
       "                \n",
       "                1997\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"197\">\n",
       "                \n",
       "                197\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"864\">\n",
       "                \n",
       "                864\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"69\">\n",
       "                \n",
       "                69\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1189\">\n",
       "                \n",
       "                1189\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1189\">\n",
       "                \n",
       "                1189\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1189\">\n",
       "                \n",
       "                1189\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997\">\n",
       "                \n",
       "                1997\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"392\">\n",
       "                \n",
       "                392\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"122\">\n",
       "                \n",
       "                122\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160500\">\n",
       "                \n",
       "                160500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2409\">\n",
       "                \n",
       "                2409\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528186110\">\n",
       "                \n",
       "                528186110\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48\">\n",
       "                \n",
       "                48\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6373\">\n",
       "                \n",
       "                6373\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NridgHt\">\n",
       "                \n",
       "                NridgHt\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"572\">\n",
       "                \n",
       "                572\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"415\">\n",
       "                \n",
       "                415\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"227\">\n",
       "                \n",
       "                227\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1666\">\n",
       "                \n",
       "                1666\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1666\">\n",
       "                \n",
       "                1666\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1666\">\n",
       "                \n",
       "                1666\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"575\">\n",
       "                \n",
       "                575\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"228\">\n",
       "                \n",
       "                228\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"75\">\n",
       "                \n",
       "                75\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"310090\">\n",
       "                \n",
       "                310090\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"539\">\n",
       "                \n",
       "                539\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"531371050\">\n",
       "                \n",
       "                531371050\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"67\">\n",
       "                \n",
       "                67\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10083\">\n",
       "                \n",
       "                10083\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SawyerW\">\n",
       "                \n",
       "                SawyerW\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2003\">\n",
       "                \n",
       "                2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2003\">\n",
       "                \n",
       "                2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"833\">\n",
       "                \n",
       "                833\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"87\">\n",
       "                \n",
       "                87\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1176\">\n",
       "                \n",
       "                1176\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1200\">\n",
       "                \n",
       "                1200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1200\">\n",
       "                \n",
       "                1200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2003\">\n",
       "                \n",
       "                2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"555\">\n",
       "                \n",
       "                555\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"41\">\n",
       "                \n",
       "                41\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"184900\">\n",
       "                \n",
       "                184900\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1940\">\n",
       "                \n",
       "                1940\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"535327200\">\n",
       "                \n",
       "                535327200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13300\">\n",
       "                \n",
       "                13300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956\">\n",
       "                \n",
       "                1956\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000\">\n",
       "                \n",
       "                2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"377\">\n",
       "                \n",
       "                377\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"39\">\n",
       "                \n",
       "                39\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"928\">\n",
       "                \n",
       "                928\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"928\">\n",
       "                \n",
       "                928\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"928\">\n",
       "                \n",
       "                928\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956\">\n",
       "                \n",
       "                1956\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"252\">\n",
       "                \n",
       "                252\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"261\">\n",
       "                \n",
       "                261\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"156\">\n",
       "                \n",
       "                156\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"132000\">\n",
       "                \n",
       "                132000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"588\">\n",
       "                \n",
       "                588\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"534129370\">\n",
       "                \n",
       "                534129370\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9600\">\n",
       "                \n",
       "                9600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NWAmes\">\n",
       "                \n",
       "                NWAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Feedr\">\n",
       "                \n",
       "                Feedr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"128\">\n",
       "                \n",
       "                128\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"553\">\n",
       "                \n",
       "                553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"147\">\n",
       "                \n",
       "                147\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"76\">\n",
       "                \n",
       "                76\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1288\">\n",
       "                \n",
       "                1288\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1336\">\n",
       "                \n",
       "                1336\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1336\">\n",
       "                \n",
       "                1336\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fa\">\n",
       "                \n",
       "                Fa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"502\">\n",
       "                \n",
       "                502\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"312\">\n",
       "                \n",
       "                312\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Shed\">\n",
       "                \n",
       "                Shed\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"650\">\n",
       "                \n",
       "                650\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"163000\">\n",
       "                \n",
       "                163000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"96\">\n",
       "                \n",
       "                96\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533210060\">\n",
       "                \n",
       "                533210060\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FV\">\n",
       "                \n",
       "                FV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3215\">\n",
       "                \n",
       "                3215\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"280\">\n",
       "                \n",
       "                280\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"64\">\n",
       "                \n",
       "                64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"600\">\n",
       "                \n",
       "                600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"600\">\n",
       "                \n",
       "                600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"600\">\n",
       "                \n",
       "                600\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1200\">\n",
       "                \n",
       "                1200\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2004\">\n",
       "                \n",
       "                2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"172\">\n",
       "                \n",
       "                172\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ConLD\">\n",
       "                \n",
       "                ConLD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"155000\">\n",
       "                \n",
       "                155000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1187\">\n",
       "                \n",
       "                1187\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"534127210\">\n",
       "                \n",
       "                534127210\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11104\">\n",
       "                \n",
       "                11104\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NWAmes\">\n",
       "                \n",
       "                NWAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SLvl\">\n",
       "                \n",
       "                SLvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"828\">\n",
       "                \n",
       "                828\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"87\">\n",
       "                \n",
       "                87\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1427\">\n",
       "                \n",
       "                1427\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1427\">\n",
       "                \n",
       "                1427\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1427\">\n",
       "                \n",
       "                1427\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1969\">\n",
       "                \n",
       "                1969\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"516\">\n",
       "                \n",
       "                516\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"216\">\n",
       "                \n",
       "                216\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2008\">\n",
       "                \n",
       "                2008\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"183000\">\n",
       "                \n",
       "                183000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2154\">\n",
       "                \n",
       "                2154\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"907280090\">\n",
       "                \n",
       "                907280090\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15295\">\n",
       "                \n",
       "                15295\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR3\">\n",
       "                \n",
       "                IR3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CollgCr\">\n",
       "                \n",
       "                CollgCr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2002\">\n",
       "                \n",
       "                2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"254\">\n",
       "                \n",
       "                254\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Mn\">\n",
       "                \n",
       "                Mn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"762\">\n",
       "                \n",
       "                762\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"98\">\n",
       "                \n",
       "                98\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"860\">\n",
       "                \n",
       "                860\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1212\">\n",
       "                \n",
       "                1212\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"780\">\n",
       "                \n",
       "                780\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1992\">\n",
       "                \n",
       "                1992\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Min2\">\n",
       "                \n",
       "                Min2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1996\">\n",
       "                \n",
       "                1996\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"608\">\n",
       "                \n",
       "                608\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"225\">\n",
       "                \n",
       "                225\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32\">\n",
       "                \n",
       "                32\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"211000\">\n",
       "                \n",
       "                211000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"550\">\n",
       "                \n",
       "                550\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"531452260\">\n",
       "                \n",
       "                531452260\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"70\">\n",
       "                \n",
       "                70\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9109\">\n",
       "                \n",
       "                9109\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SawyerW\">\n",
       "                \n",
       "                SawyerW\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RRAe\">\n",
       "                \n",
       "                RRAe\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994\">\n",
       "                \n",
       "                1994\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994\">\n",
       "                \n",
       "                1994\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"36\">\n",
       "                \n",
       "                36\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"596\">\n",
       "                \n",
       "                596\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"122\">\n",
       "                \n",
       "                122\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"754\">\n",
       "                \n",
       "                754\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"754\">\n",
       "                \n",
       "                754\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"786\">\n",
       "                \n",
       "                786\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1540\">\n",
       "                \n",
       "                1540\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994\">\n",
       "                \n",
       "                1994\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"495\">\n",
       "                \n",
       "                495\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"140\">\n",
       "                \n",
       "                140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"32\">\n",
       "                \n",
       "                32\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"184000\">\n",
       "                \n",
       "                184000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"811\">\n",
       "                \n",
       "                811\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"906226100\">\n",
       "                \n",
       "                906226100\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"90\">\n",
       "                \n",
       "                90\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"64\">\n",
       "                \n",
       "                64\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7018\">\n",
       "                \n",
       "                7018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Bnk\">\n",
       "                \n",
       "                Bnk\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SawyerW\">\n",
       "                \n",
       "                SawyerW\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Duplex\">\n",
       "                \n",
       "                Duplex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1979\">\n",
       "                \n",
       "                1979\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1979\">\n",
       "                \n",
       "                1979\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Slab\">\n",
       "                \n",
       "                Slab\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1535\">\n",
       "                \n",
       "                1535\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1535\">\n",
       "                \n",
       "                1535\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1979\">\n",
       "                \n",
       "                1979\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"400\">\n",
       "                \n",
       "                400\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GdPrv\">\n",
       "                \n",
       "                GdPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"118858\">\n",
       "                \n",
       "                118858\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"124\">\n",
       "                \n",
       "                124\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"534403410\">\n",
       "                \n",
       "                534403410\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14112\">\n",
       "                \n",
       "                14112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Corner\">\n",
       "                \n",
       "                Corner\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SLvl\">\n",
       "                \n",
       "                SLvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1964\">\n",
       "                \n",
       "                1964\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1964\">\n",
       "                \n",
       "                1964\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HdBoard\">\n",
       "                \n",
       "                HdBoard\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"86\">\n",
       "                \n",
       "                86\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1014\">\n",
       "                \n",
       "                1014\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"138\">\n",
       "                \n",
       "                138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1152\">\n",
       "                \n",
       "                1152\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1152\">\n",
       "                \n",
       "                1152\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1152\">\n",
       "                \n",
       "                1152\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1964\">\n",
       "                \n",
       "                1964\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"484\">\n",
       "                \n",
       "                484\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"227\">\n",
       "                \n",
       "                227\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2010\">\n",
       "                \n",
       "                2010\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"180500\">\n",
       "                \n",
       "                180500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1836\">\n",
       "                \n",
       "                1836\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"533206060\">\n",
       "                \n",
       "                533206060\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"FV\">\n",
       "                \n",
       "                FV\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3523\">\n",
       "                \n",
       "                3523\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Somerst\">\n",
       "                \n",
       "                Somerst\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gable\">\n",
       "                \n",
       "                Gable\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Stone\">\n",
       "                \n",
       "                Stone\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"30\">\n",
       "                \n",
       "                30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"57\">\n",
       "                \n",
       "                57\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1141\">\n",
       "                \n",
       "                1141\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1151\">\n",
       "                \n",
       "                1151\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1151\">\n",
       "                \n",
       "                1151\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"484\">\n",
       "                \n",
       "                484\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"New\">\n",
       "                \n",
       "                New\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"166000\">\n",
       "                \n",
       "                166000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"779\">\n",
       "                \n",
       "                779\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"905200350\">\n",
       "                \n",
       "                905200350\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"80\">\n",
       "                \n",
       "                80\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"88\">\n",
       "                \n",
       "                88\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15312\">\n",
       "                \n",
       "                15312\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sawyer\">\n",
       "                \n",
       "                Sawyer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SLvl\">\n",
       "                \n",
       "                SLvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1960\">\n",
       "                \n",
       "                1960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1960\">\n",
       "                \n",
       "                1960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"54\">\n",
       "                \n",
       "                54\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Av\">\n",
       "                \n",
       "                Av\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BLQ\">\n",
       "                \n",
       "                BLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"588\">\n",
       "                \n",
       "                588\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"38\">\n",
       "                \n",
       "                38\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1138\">\n",
       "                \n",
       "                1138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1138\">\n",
       "                \n",
       "                1138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1138\">\n",
       "                \n",
       "                1138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1960\">\n",
       "                \n",
       "                1960\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"480\">\n",
       "                \n",
       "                480\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"140\">\n",
       "                \n",
       "                140\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MnPrv\">\n",
       "                \n",
       "                MnPrv\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2009\">\n",
       "                \n",
       "                2009\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COD\">\n",
       "                \n",
       "                COD\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"148000\">\n",
       "                \n",
       "                148000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1886\">\n",
       "                \n",
       "                1886\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"534276180\">\n",
       "                \n",
       "                534276180\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20\">\n",
       "                \n",
       "                20\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"74\">\n",
       "                \n",
       "                74\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7450\">\n",
       "                \n",
       "                7450\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NAmes\">\n",
       "                \n",
       "                NAmes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956\">\n",
       "                \n",
       "                1956\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956\">\n",
       "                \n",
       "                1956\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Wd&#8901;Sdng\">\n",
       "                \n",
       "                Wd&#8901;Sdng\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CBlock\">\n",
       "                \n",
       "                CBlock\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rec\">\n",
       "                \n",
       "                Rec\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"438\">\n",
       "                \n",
       "                438\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LwQ\">\n",
       "                \n",
       "                LwQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"206\">\n",
       "                \n",
       "                206\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"250\">\n",
       "                \n",
       "                250\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"894\">\n",
       "                \n",
       "                894\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1074\">\n",
       "                \n",
       "                1074\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1074\">\n",
       "                \n",
       "                1074\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Min1\">\n",
       "                \n",
       "                Min1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Detchd\">\n",
       "                \n",
       "                Detchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1966\">\n",
       "                \n",
       "                1966\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"396\">\n",
       "                \n",
       "                396\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"72\">\n",
       "                \n",
       "                72\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GdWo\">\n",
       "                \n",
       "                GdWo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"124000\">\n",
       "                \n",
       "                124000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1724\">\n",
       "                \n",
       "                1724\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528186090\">\n",
       "                \n",
       "                528186090\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"120\">\n",
       "                \n",
       "                120\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7313\">\n",
       "                \n",
       "                7313\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Reg\">\n",
       "                \n",
       "                Reg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NridgHt\">\n",
       "                \n",
       "                NridgHt\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TwnhsE\">\n",
       "                \n",
       "                TwnhsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Story\">\n",
       "                \n",
       "                1Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"MetalSd\">\n",
       "                \n",
       "                MetalSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"246\">\n",
       "                \n",
       "                246\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GLQ\">\n",
       "                \n",
       "                GLQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1153\">\n",
       "                \n",
       "                1153\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"152\">\n",
       "                \n",
       "                152\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1561\">\n",
       "                \n",
       "                1561\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1561\">\n",
       "                \n",
       "                1561\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1561\">\n",
       "                \n",
       "                1561\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2005\">\n",
       "                \n",
       "                2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fin\">\n",
       "                \n",
       "                Fin\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"556\">\n",
       "                \n",
       "                556\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"203\">\n",
       "                \n",
       "                203\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"47\">\n",
       "                \n",
       "                47\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2007\">\n",
       "                \n",
       "                2007\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"277500\">\n",
       "                \n",
       "                277500\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2450\">\n",
       "                \n",
       "                2450\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"528358030\">\n",
       "                \n",
       "                528358030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"60\">\n",
       "                \n",
       "                60\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RL\">\n",
       "                \n",
       "                RL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"83\">\n",
       "                \n",
       "                83\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10019\">\n",
       "                \n",
       "                10019\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Pave\">\n",
       "                \n",
       "                Pave\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"IR1\">\n",
       "                \n",
       "                IR1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Lvl\">\n",
       "                \n",
       "                Lvl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"AllPub\">\n",
       "                \n",
       "                AllPub\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Inside\">\n",
       "                \n",
       "                Inside\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gtl\">\n",
       "                \n",
       "                Gtl\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NoRidge\">\n",
       "                \n",
       "                NoRidge\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Norm\">\n",
       "                \n",
       "                Norm\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1Fam\">\n",
       "                \n",
       "                1Fam\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2Story\">\n",
       "                \n",
       "                2Story\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hip\">\n",
       "                \n",
       "                Hip\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CompShg\">\n",
       "                \n",
       "                CompShg\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VinylSd\">\n",
       "                \n",
       "                VinylSd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BrkFace\">\n",
       "                \n",
       "                BrkFace\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"397\">\n",
       "                \n",
       "                397\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PConc\">\n",
       "                \n",
       "                PConc\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"No\">\n",
       "                \n",
       "                No\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ALQ\">\n",
       "                \n",
       "                ALQ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"527\">\n",
       "                \n",
       "                527\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Unf\">\n",
       "                \n",
       "                Unf\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"47\">\n",
       "                \n",
       "                47\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1342\">\n",
       "                \n",
       "                1342\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"GasA\">\n",
       "                \n",
       "                GasA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"SBrkr\">\n",
       "                \n",
       "                SBrkr\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1358\">\n",
       "                \n",
       "                1358\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1368\">\n",
       "                \n",
       "                1368\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2726\">\n",
       "                \n",
       "                2726\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gd\">\n",
       "                \n",
       "                Gd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Typ\">\n",
       "                \n",
       "                Typ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ex\">\n",
       "                \n",
       "                Ex\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Attchd\">\n",
       "                \n",
       "                Attchd\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1995\">\n",
       "                \n",
       "                1995\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"RFn\">\n",
       "                \n",
       "                RFn\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"725\">\n",
       "                \n",
       "                725\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TA\">\n",
       "                \n",
       "                TA\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Y\">\n",
       "                \n",
       "                Y\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"307\">\n",
       "                \n",
       "                307\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"169\">\n",
       "                \n",
       "                169\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"168\">\n",
       "                \n",
       "                168\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2006\">\n",
       "                \n",
       "                2006\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"WD&#8901;\">\n",
       "                \n",
       "                WD&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"350000\">\n",
       "                \n",
       "                350000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 100 of 100 rows / 100 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.ext.display(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'jurgen.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'us-ascii',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'lineterminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}]}"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "    'match': 100,\n",
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       "  'Street': {'stats': {'mismatch': 0,\n",
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       "  'Land Contour': {'stats': {'mismatch': 0,\n",
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       "  'Condition 1': {'stats': {'mismatch': 0,\n",
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       "    'count_uniques': 8},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Condition 2': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'Norm', 'count': 99},\n",
       "     {'value': 'RRNn', 'count': 1}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Bldg Type': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': '1Fam', 'count': 78},\n",
       "     {'value': 'TwnhsE', 'count': 12},\n",
       "     {'value': 'Twnhs', 'count': 6},\n",
       "     {'value': 'Duplex', 'count': 2},\n",
       "     {'value': '2fmCon', 'count': 2}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'House Style': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': '1Story', 'count': 53},\n",
       "     {'value': '2Story', 'count': 33},\n",
       "     {'value': '1.5Fin', 'count': 9},\n",
       "     {'value': 'SLvl', 'count': 3},\n",
       "     {'value': 'SFoyer', 'count': 2}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Overall Qual': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 4.0, 'upper': 4.1875, 'count': 4},\n",
       "     {'lower': 4.1875, 'upper': 4.375, 'count': 0},\n",
       "     {'lower': 4.375, 'upper': 4.5625, 'count': 0},\n",
       "     {'lower': 4.5625, 'upper': 4.75, 'count': 0},\n",
       "     {'lower': 4.75, 'upper': 4.9375, 'count': 0},\n",
       "     {'lower': 4.9375, 'upper': 5.125, 'count': 37},\n",
       "     {'lower': 5.125, 'upper': 5.3125, 'count': 0},\n",
       "     {'lower': 5.3125, 'upper': 5.5, 'count': 0},\n",
       "     {'lower': 5.5, 'upper': 5.6875, 'count': 0},\n",
       "     {'lower': 5.6875, 'upper': 5.875, 'count': 0},\n",
       "     {'lower': 5.875, 'upper': 6.0625, 'count': 21},\n",
       "     {'lower': 6.0625, 'upper': 6.25, 'count': 0},\n",
       "     {'lower': 6.25, 'upper': 6.4375, 'count': 0},\n",
       "     {'lower': 6.4375, 'upper': 6.625, 'count': 0},\n",
       "     {'lower': 6.625, 'upper': 6.8125, 'count': 0},\n",
       "     {'lower': 6.8125, 'upper': 7.0, 'count': 0},\n",
       "     {'lower': 7.0, 'upper': 7.1875, 'count': 21},\n",
       "     {'lower': 7.1875, 'upper': 7.375, 'count': 0},\n",
       "     {'lower': 7.375, 'upper': 7.5625, 'count': 0},\n",
       "     {'lower': 7.5625, 'upper': 7.75, 'count': 0},\n",
       "     {'lower': 7.75, 'upper': 7.9375, 'count': 0},\n",
       "     {'lower': 7.9375, 'upper': 8.125, 'count': 12},\n",
       "     {'lower': 8.125, 'upper': 8.3125, 'count': 0},\n",
       "     {'lower': 8.3125, 'upper': 8.5, 'count': 0},\n",
       "     {'lower': 8.5, 'upper': 8.6875, 'count': 0},\n",
       "     {'lower': 8.6875, 'upper': 8.875, 'count': 0},\n",
       "     {'lower': 8.875, 'upper': 9.0625, 'count': 4},\n",
       "     {'lower': 9.0625, 'upper': 9.25, 'count': 0},\n",
       "     {'lower': 9.25, 'upper': 9.4375, 'count': 0},\n",
       "     {'lower': 9.4375, 'upper': 9.625, 'count': 0},\n",
       "     {'lower': 9.625, 'upper': 9.8125, 'count': 0},\n",
       "     {'lower': 9.8125, 'upper': 10.0, 'count': 1}],\n",
       "    'count_uniques': 7},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Overall Cond': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 3.0, 'upper': 3.15625, 'count': 1},\n",
       "     {'lower': 3.15625, 'upper': 3.3125, 'count': 0},\n",
       "     {'lower': 3.3125, 'upper': 3.46875, 'count': 0},\n",
       "     {'lower': 3.46875, 'upper': 3.625, 'count': 0},\n",
       "     {'lower': 3.625, 'upper': 3.78125, 'count': 0},\n",
       "     {'lower': 3.78125, 'upper': 3.9375, 'count': 0},\n",
       "     {'lower': 3.9375, 'upper': 4.09375, 'count': 0},\n",
       "     {'lower': 4.09375, 'upper': 4.25, 'count': 0},\n",
       "     {'lower': 4.25, 'upper': 4.40625, 'count': 0},\n",
       "     {'lower': 4.40625, 'upper': 4.5625, 'count': 0},\n",
       "     {'lower': 4.5625, 'upper': 4.71875, 'count': 0},\n",
       "     {'lower': 4.71875, 'upper': 4.875, 'count': 0},\n",
       "     {'lower': 4.875, 'upper': 5.03125, 'count': 58},\n",
       "     {'lower': 5.03125, 'upper': 5.1875, 'count': 0},\n",
       "     {'lower': 5.1875, 'upper': 5.34375, 'count': 0},\n",
       "     {'lower': 5.34375, 'upper': 5.5, 'count': 0},\n",
       "     {'lower': 5.5, 'upper': 5.65625, 'count': 0},\n",
       "     {'lower': 5.65625, 'upper': 5.8125, 'count': 0},\n",
       "     {'lower': 5.8125, 'upper': 5.96875, 'count': 0},\n",
       "     {'lower': 5.96875, 'upper': 6.125, 'count': 20},\n",
       "     {'lower': 6.125, 'upper': 6.28125, 'count': 0},\n",
       "     {'lower': 6.28125, 'upper': 6.4375, 'count': 0},\n",
       "     {'lower': 6.4375, 'upper': 6.59375, 'count': 0},\n",
       "     {'lower': 6.59375, 'upper': 6.75, 'count': 0},\n",
       "     {'lower': 6.75, 'upper': 6.90625, 'count': 0},\n",
       "     {'lower': 6.90625, 'upper': 7.0625, 'count': 16},\n",
       "     {'lower': 7.0625, 'upper': 7.21875, 'count': 0},\n",
       "     {'lower': 7.21875, 'upper': 7.375, 'count': 0},\n",
       "     {'lower': 7.375, 'upper': 7.53125, 'count': 0},\n",
       "     {'lower': 7.53125, 'upper': 7.6875, 'count': 0},\n",
       "     {'lower': 7.6875, 'upper': 7.84375, 'count': 0},\n",
       "     {'lower': 7.84375, 'upper': 8.0, 'count': 5}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Year Built': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 1880.0, 'upper': 1884.03125, 'count': 1},\n",
       "     {'lower': 1884.03125, 'upper': 1888.0625, 'count': 0},\n",
       "     {'lower': 1888.0625, 'upper': 1892.09375, 'count': 0},\n",
       "     {'lower': 1892.09375, 'upper': 1896.125, 'count': 1},\n",
       "     {'lower': 1896.125, 'upper': 1900.15625, 'count': 1},\n",
       "     {'lower': 1900.15625, 'upper': 1904.1875, 'count': 0},\n",
       "     {'lower': 1904.1875, 'upper': 1908.21875, 'count': 0},\n",
       "     {'lower': 1908.21875, 'upper': 1912.25, 'count': 1},\n",
       "     {'lower': 1912.25, 'upper': 1916.28125, 'count': 2},\n",
       "     {'lower': 1916.28125, 'upper': 1920.3125, 'count': 1},\n",
       "     {'lower': 1920.3125, 'upper': 1924.34375, 'count': 1},\n",
       "     {'lower': 1924.34375, 'upper': 1928.375, 'count': 3},\n",
       "     {'lower': 1928.375, 'upper': 1932.40625, 'count': 4},\n",
       "     {'lower': 1932.40625, 'upper': 1936.4375, 'count': 1},\n",
       "     {'lower': 1936.4375, 'upper': 1940.46875, 'count': 1},\n",
       "     {'lower': 1940.46875, 'upper': 1944.5, 'count': 1},\n",
       "     {'lower': 1944.5, 'upper': 1948.53125, 'count': 0},\n",
       "     {'lower': 1948.53125, 'upper': 1952.5625, 'count': 4},\n",
       "     {'lower': 1952.5625, 'upper': 1956.59375, 'count': 9},\n",
       "     {'lower': 1956.59375, 'upper': 1960.625, 'count': 5},\n",
       "     {'lower': 1960.625, 'upper': 1964.65625, 'count': 3},\n",
       "     {'lower': 1964.65625, 'upper': 1968.6875, 'count': 5},\n",
       "     {'lower': 1968.6875, 'upper': 1972.71875, 'count': 7},\n",
       "     {'lower': 1972.71875, 'upper': 1976.75, 'count': 2},\n",
       "     {'lower': 1976.75, 'upper': 1980.78125, 'count': 7},\n",
       "     {'lower': 1980.78125, 'upper': 1984.8125, 'count': 1},\n",
       "     {'lower': 1984.8125, 'upper': 1988.84375, 'count': 0},\n",
       "     {'lower': 1988.84375, 'upper': 1992.875, 'count': 1},\n",
       "     {'lower': 1992.875, 'upper': 1996.90625, 'count': 8},\n",
       "     {'lower': 1996.90625, 'upper': 2000.9375, 'count': 5},\n",
       "     {'lower': 2000.9375, 'upper': 2004.96875, 'count': 7},\n",
       "     {'lower': 2004.96875, 'upper': 2009.0, 'count': 18}],\n",
       "    'count_uniques': 56},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Year Remod/Add': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 1950.0, 'upper': 1951.875, 'count': 11},\n",
       "     {'lower': 1951.875, 'upper': 1953.75, 'count': 3},\n",
       "     {'lower': 1953.75, 'upper': 1955.625, 'count': 4},\n",
       "     {'lower': 1955.625, 'upper': 1957.5, 'count': 1},\n",
       "     {'lower': 1957.5, 'upper': 1959.375, 'count': 3},\n",
       "     {'lower': 1959.375, 'upper': 1961.25, 'count': 4},\n",
       "     {'lower': 1961.25, 'upper': 1963.125, 'count': 1},\n",
       "     {'lower': 1963.125, 'upper': 1965.0, 'count': 1},\n",
       "     {'lower': 1965.0, 'upper': 1966.875, 'count': 2},\n",
       "     {'lower': 1966.875, 'upper': 1968.75, 'count': 1},\n",
       "     {'lower': 1968.75, 'upper': 1970.625, 'count': 5},\n",
       "     {'lower': 1970.625, 'upper': 1972.5, 'count': 1},\n",
       "     {'lower': 1972.5, 'upper': 1974.375, 'count': 1},\n",
       "     {'lower': 1974.375, 'upper': 1976.25, 'count': 1},\n",
       "     {'lower': 1976.25, 'upper': 1978.125, 'count': 5},\n",
       "     {'lower': 1978.125, 'upper': 1980.0, 'count': 1},\n",
       "     {'lower': 1980.0, 'upper': 1981.875, 'count': 1},\n",
       "     {'lower': 1981.875, 'upper': 1983.75, 'count': 0},\n",
       "     {'lower': 1983.75, 'upper': 1985.625, 'count': 0},\n",
       "     {'lower': 1985.625, 'upper': 1987.5, 'count': 0},\n",
       "     {'lower': 1987.5, 'upper': 1989.375, 'count': 0},\n",
       "     {'lower': 1989.375, 'upper': 1991.25, 'count': 0},\n",
       "     {'lower': 1991.25, 'upper': 1993.125, 'count': 1},\n",
       "     {'lower': 1993.125, 'upper': 1995.0, 'count': 2},\n",
       "     {'lower': 1995.0, 'upper': 1996.875, 'count': 5},\n",
       "     {'lower': 1996.875, 'upper': 1998.75, 'count': 3},\n",
       "     {'lower': 1998.75, 'upper': 2000.625, 'count': 5},\n",
       "     {'lower': 2000.625, 'upper': 2002.5, 'count': 3},\n",
       "     {'lower': 2002.5, 'upper': 2004.375, 'count': 6},\n",
       "     {'lower': 2004.375, 'upper': 2006.25, 'count': 15},\n",
       "     {'lower': 2006.25, 'upper': 2008.125, 'count': 10},\n",
       "     {'lower': 2008.125, 'upper': 2010.0, 'count': 4}],\n",
       "    'count_uniques': 40},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Roof Style': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'Gable', 'count': 75},\n",
       "     {'value': 'Hip', 'count': 24},\n",
       "     {'value': 'Flat', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Roof Matl': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'CompShg', 'count': 98},\n",
       "     {'value': 'WdShngl', 'count': 1},\n",
       "     {'value': 'Tar&Grv', 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Exterior 1st': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'VinylSd', 'count': 31},\n",
       "     {'value': 'MetalSd', 'count': 17},\n",
       "     {'value': 'Wd Sdng', 'count': 15},\n",
       "     {'value': 'HdBoard', 'count': 12},\n",
       "     {'value': 'BrkFace', 'count': 7},\n",
       "     {'value': 'Plywood', 'count': 6},\n",
       "     {'value': 'CemntBd', 'count': 5},\n",
       "     {'value': 'WdShing', 'count': 3},\n",
       "     {'value': 'Stucco', 'count': 2},\n",
       "     {'value': 'AsbShng', 'count': 2}],\n",
       "    'count_uniques': 10},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Exterior 2nd': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'VinylSd', 'count': 30},\n",
       "     {'value': 'MetalSd', 'count': 17},\n",
       "     {'value': 'Wd Sdng', 'count': 14},\n",
       "     {'value': 'HdBoard', 'count': 12},\n",
       "     {'value': 'Plywood', 'count': 10},\n",
       "     {'value': 'Wd Shng', 'count': 5},\n",
       "     {'value': 'CmentBd', 'count': 5},\n",
       "     {'value': 'BrkFace', 'count': 3},\n",
       "     {'value': 'Stucco', 'count': 2},\n",
       "     {'value': 'AsbShng', 'count': 2}],\n",
       "    'count_uniques': 10},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Mas Vnr Type': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 97,\n",
       "    'frequency': [{'value': 'None', 'count': 54},\n",
       "     {'value': 'BrkFace', 'count': 31},\n",
       "     {'value': 'Stone', 'count': 12}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Mas Vnr Area': {'stats': {'mismatch': 0,\n",
       "    'missing': 3,\n",
       "    'match': 97,\n",
       "    'frequency': [{'value': '0', 'count': 54},\n",
       "     {'value': '82', 'count': 2},\n",
       "     {'value': '148', 'count': 1},\n",
       "     {'value': '254', 'count': 1},\n",
       "     {'value': '246', 'count': 1},\n",
       "     {'value': '232', 'count': 1},\n",
       "     {'value': '228', 'count': 1},\n",
       "     {'value': '197', 'count': 1},\n",
       "     {'value': '192', 'count': 1},\n",
       "     {'value': '184', 'count': 1},\n",
       "     {'value': '180', 'count': 1},\n",
       "     {'value': '145', 'count': 1},\n",
       "     {'value': '3', 'count': 1},\n",
       "     {'value': '143', 'count': 1},\n",
       "     {'value': '132', 'count': 1},\n",
       "     {'value': '128', 'count': 1},\n",
       "     {'value': '120', 'count': 1},\n",
       "     {'value': '117', 'count': 1},\n",
       "     {'value': '110', 'count': 1},\n",
       "     {'value': '106', 'count': 1},\n",
       "     {'value': '104', 'count': 1},\n",
       "     {'value': '289', 'count': 1},\n",
       "     {'value': '96', 'count': 1},\n",
       "     {'value': '86', 'count': 1},\n",
       "     {'value': '320', 'count': 1},\n",
       "     {'value': '748', 'count': 1},\n",
       "     {'value': '668', 'count': 1},\n",
       "     {'value': '65', 'count': 1},\n",
       "     {'value': '572', 'count': 1},\n",
       "     {'value': '54', 'count': 1},\n",
       "     {'value': '522', 'count': 1},\n",
       "     {'value': '513', 'count': 1},\n",
       "     {'value': '510', 'count': 1}],\n",
       "    'count_uniques': 43},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Exter Qual': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'TA', 'count': 61},\n",
       "     {'value': 'Gd', 'count': 33},\n",
       "     {'value': 'Ex', 'count': 5},\n",
       "     {'value': 'Fa', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Exter Cond': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'TA', 'count': 85},\n",
       "     {'value': 'Gd', 'count': 13},\n",
       "     {'value': 'Fa', 'count': 2}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Foundation': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'PConc', 'count': 49},\n",
       "     {'value': 'CBlock', 'count': 38},\n",
       "     {'value': 'BrkTil', 'count': 12},\n",
       "     {'value': 'Slab', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Bsmt Qual': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 98,\n",
       "    'frequency': [{'value': 'TA', 'count': 45},\n",
       "     {'value': 'Gd', 'count': 42},\n",
       "     {'value': 'Ex', 'count': 10},\n",
       "     {'value': 'Fa', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Bsmt Cond': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 98,\n",
       "    'frequency': [{'value': 'TA', 'count': 91},\n",
       "     {'value': 'Gd', 'count': 5},\n",
       "     {'value': 'Po', 'count': 1},\n",
       "     {'value': 'Fa', 'count': 1}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Bsmt Exposure': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 98,\n",
       "    'frequency': [{'value': 'No', 'count': 69},\n",
       "     {'value': 'Av', 'count': 13},\n",
       "     {'value': 'Mn', 'count': 8},\n",
       "     {'value': 'Gd', 'count': 8}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'BsmtFin Type 1': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 98,\n",
       "    'frequency': [{'value': 'GLQ', 'count': 33},\n",
       "     {'value': 'Unf', 'count': 23},\n",
       "     {'value': 'Rec', 'count': 15},\n",
       "     {'value': 'ALQ', 'count': 14},\n",
       "     {'value': 'BLQ', 'count': 9},\n",
       "     {'value': 'LwQ', 'count': 4}],\n",
       "    'count_uniques': 6},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'BsmtFin SF 1': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 59.5, 'count': 29},\n",
       "     {'lower': 59.5, 'upper': 119.0, 'count': 3},\n",
       "     {'lower': 119.0, 'upper': 178.5, 'count': 4},\n",
       "     {'lower': 178.5, 'upper': 238.0, 'count': 2},\n",
       "     {'lower': 238.0, 'upper': 297.5, 'count': 5},\n",
       "     {'lower': 297.5, 'upper': 357.0, 'count': 2},\n",
       "     {'lower': 357.0, 'upper': 416.5, 'count': 8},\n",
       "     {'lower': 416.5, 'upper': 476.0, 'count': 5},\n",
       "     {'lower': 476.0, 'upper': 535.5, 'count': 5},\n",
       "     {'lower': 535.5, 'upper': 595.0, 'count': 5},\n",
       "     {'lower': 595.0, 'upper': 654.5, 'count': 5},\n",
       "     {'lower': 654.5, 'upper': 714.0, 'count': 3},\n",
       "     {'lower': 714.0, 'upper': 773.5, 'count': 2},\n",
       "     {'lower': 773.5, 'upper': 833.0, 'count': 4},\n",
       "     {'lower': 833.0, 'upper': 892.5, 'count': 2},\n",
       "     {'lower': 892.5, 'upper': 952.0, 'count': 3},\n",
       "     {'lower': 952.0, 'upper': 1011.5, 'count': 1},\n",
       "     {'lower': 1011.5, 'upper': 1071.0, 'count': 2},\n",
       "     {'lower': 1071.0, 'upper': 1130.5, 'count': 3},\n",
       "     {'lower': 1130.5, 'upper': 1190.0, 'count': 2},\n",
       "     {'lower': 1190.0, 'upper': 1249.5, 'count': 0},\n",
       "     {'lower': 1249.5, 'upper': 1309.0, 'count': 1},\n",
       "     {'lower': 1309.0, 'upper': 1368.5, 'count': 2},\n",
       "     {'lower': 1368.5, 'upper': 1428.0, 'count': 1},\n",
       "     {'lower': 1428.0, 'upper': 1487.5, 'count': 0},\n",
       "     {'lower': 1487.5, 'upper': 1547.0, 'count': 0},\n",
       "     {'lower': 1547.0, 'upper': 1606.5, 'count': 0},\n",
       "     {'lower': 1606.5, 'upper': 1666.0, 'count': 0},\n",
       "     {'lower': 1666.0, 'upper': 1725.5, 'count': 0},\n",
       "     {'lower': 1725.5, 'upper': 1785.0, 'count': 0},\n",
       "     {'lower': 1785.0, 'upper': 1844.5, 'count': 0},\n",
       "     {'lower': 1844.5, 'upper': 1904.0, 'count': 1}],\n",
       "    'count_uniques': 74},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'BsmtFin Type 2': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 98,\n",
       "    'frequency': [{'value': 'Unf', 'count': 84},\n",
       "     {'value': 'LwQ', 'count': 5},\n",
       "     {'value': 'Rec', 'count': 3},\n",
       "     {'value': 'GLQ', 'count': 2},\n",
       "     {'value': 'BLQ', 'count': 2},\n",
       "     {'value': 'ALQ', 'count': 2}],\n",
       "    'count_uniques': 6},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'BsmtFin SF 2': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 33.03125, 'count': 86},\n",
       "     {'lower': 33.03125, 'upper': 66.0625, 'count': 1},\n",
       "     {'lower': 66.0625, 'upper': 99.09375, 'count': 0},\n",
       "     {'lower': 99.09375, 'upper': 132.125, 'count': 1},\n",
       "     {'lower': 132.125, 'upper': 165.15625, 'count': 1},\n",
       "     {'lower': 165.15625, 'upper': 198.1875, 'count': 1},\n",
       "     {'lower': 198.1875, 'upper': 231.21875, 'count': 1},\n",
       "     {'lower': 231.21875, 'upper': 264.25, 'count': 0},\n",
       "     {'lower': 264.25, 'upper': 297.28125, 'count': 2},\n",
       "     {'lower': 297.28125, 'upper': 330.3125, 'count': 0},\n",
       "     {'lower': 330.3125, 'upper': 363.34375, 'count': 0},\n",
       "     {'lower': 363.34375, 'upper': 396.375, 'count': 0},\n",
       "     {'lower': 396.375, 'upper': 429.40625, 'count': 1},\n",
       "     {'lower': 429.40625, 'upper': 462.4375, 'count': 0},\n",
       "     {'lower': 462.4375, 'upper': 495.46875, 'count': 2},\n",
       "     {'lower': 495.46875, 'upper': 528.5, 'count': 0},\n",
       "     {'lower': 528.5, 'upper': 561.53125, 'count': 0},\n",
       "     {'lower': 561.53125, 'upper': 594.5625, 'count': 0},\n",
       "     {'lower': 594.5625, 'upper': 627.59375, 'count': 1},\n",
       "     {'lower': 627.59375, 'upper': 660.625, 'count': 0},\n",
       "     {'lower': 660.625, 'upper': 693.65625, 'count': 0},\n",
       "     {'lower': 693.65625, 'upper': 726.6875, 'count': 1},\n",
       "     {'lower': 726.6875, 'upper': 759.71875, 'count': 0},\n",
       "     {'lower': 759.71875, 'upper': 792.75, 'count': 0},\n",
       "     {'lower': 792.75, 'upper': 825.78125, 'count': 0},\n",
       "     {'lower': 825.78125, 'upper': 858.8125, 'count': 0},\n",
       "     {'lower': 858.8125, 'upper': 891.84375, 'count': 0},\n",
       "     {'lower': 891.84375, 'upper': 924.875, 'count': 0},\n",
       "     {'lower': 924.875, 'upper': 957.90625, 'count': 1},\n",
       "     {'lower': 957.90625, 'upper': 990.9375, 'count': 0},\n",
       "     {'lower': 990.9375, 'upper': 1023.96875, 'count': 0},\n",
       "     {'lower': 1023.96875, 'upper': 1057.0, 'count': 1}],\n",
       "    'count_uniques': 14},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Bsmt Unf SF': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 7.875, 'count': 9},\n",
       "     {'lower': 7.875, 'upper': 15.75, 'count': 4},\n",
       "     {'lower': 15.75, 'upper': 23.625, 'count': 1},\n",
       "     {'lower': 23.625, 'upper': 31.5, 'count': 3},\n",
       "     {'lower': 31.5, 'upper': 39.375, 'count': 4},\n",
       "     {'lower': 39.375, 'upper': 47.25, 'count': 4},\n",
       "     {'lower': 47.25, 'upper': 55.125, 'count': 0},\n",
       "     {'lower': 55.125, 'upper': 63.0, 'count': 3},\n",
       "     {'lower': 63.0, 'upper': 70.875, 'count': 6},\n",
       "     {'lower': 70.875, 'upper': 78.75, 'count': 2},\n",
       "     {'lower': 78.75, 'upper': 86.625, 'count': 2},\n",
       "     {'lower': 86.625, 'upper': 94.5, 'count': 3},\n",
       "     {'lower': 94.5, 'upper': 102.375, 'count': 3},\n",
       "     {'lower': 102.375, 'upper': 110.25, 'count': 2},\n",
       "     {'lower': 110.25, 'upper': 118.125, 'count': 6},\n",
       "     {'lower': 118.125, 'upper': 126.0, 'count': 2},\n",
       "     {'lower': 126.0, 'upper': 133.875, 'count': 2},\n",
       "     {'lower': 133.875, 'upper': 141.75, 'count': 6},\n",
       "     {'lower': 141.75, 'upper': 149.625, 'count': 6},\n",
       "     {'lower': 149.625, 'upper': 157.5, 'count': 5},\n",
       "     {'lower': 157.5, 'upper': 165.375, 'count': 5},\n",
       "     {'lower': 165.375, 'upper': 173.25, 'count': 1},\n",
       "     {'lower': 173.25, 'upper': 181.125, 'count': 1},\n",
       "     {'lower': 181.125, 'upper': 189.0, 'count': 2},\n",
       "     {'lower': 189.0, 'upper': 196.875, 'count': 5},\n",
       "     {'lower': 196.875, 'upper': 204.75, 'count': 1},\n",
       "     {'lower': 204.75, 'upper': 212.625, 'count': 1},\n",
       "     {'lower': 212.625, 'upper': 220.5, 'count': 4},\n",
       "     {'lower': 220.5, 'upper': 228.375, 'count': 2},\n",
       "     {'lower': 228.375, 'upper': 236.25, 'count': 1},\n",
       "     {'lower': 236.25, 'upper': 244.125, 'count': 1},\n",
       "     {'lower': 244.125, 'upper': 252.0, 'count': 3}],\n",
       "    'count_uniques': 72},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Total Bsmt SF': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 78.875, 'count': 2},\n",
       "     {'lower': 78.875, 'upper': 157.75, 'count': 0},\n",
       "     {'lower': 157.75, 'upper': 236.625, 'count': 2},\n",
       "     {'lower': 236.625, 'upper': 315.5, 'count': 0},\n",
       "     {'lower': 315.5, 'upper': 394.375, 'count': 1},\n",
       "     {'lower': 394.375, 'upper': 473.25, 'count': 0},\n",
       "     {'lower': 473.25, 'upper': 552.125, 'count': 5},\n",
       "     {'lower': 552.125, 'upper': 631.0, 'count': 5},\n",
       "     {'lower': 631.0, 'upper': 709.875, 'count': 5},\n",
       "     {'lower': 709.875, 'upper': 788.75, 'count': 8},\n",
       "     {'lower': 788.75, 'upper': 867.625, 'count': 3},\n",
       "     {'lower': 867.625, 'upper': 946.5, 'count': 13},\n",
       "     {'lower': 946.5, 'upper': 1025.375, 'count': 7},\n",
       "     {'lower': 1025.375, 'upper': 1104.25, 'count': 8},\n",
       "     {'lower': 1104.25, 'upper': 1183.125, 'count': 10},\n",
       "     {'lower': 1183.125, 'upper': 1262.0, 'count': 7},\n",
       "     {'lower': 1262.0, 'upper': 1340.875, 'count': 1},\n",
       "     {'lower': 1340.875, 'upper': 1419.75, 'count': 5},\n",
       "     {'lower': 1419.75, 'upper': 1498.625, 'count': 5},\n",
       "     {'lower': 1498.625, 'upper': 1577.5, 'count': 4},\n",
       "     {'lower': 1577.5, 'upper': 1656.375, 'count': 1},\n",
       "     {'lower': 1656.375, 'upper': 1735.25, 'count': 2},\n",
       "     {'lower': 1735.25, 'upper': 1814.125, 'count': 1},\n",
       "     {'lower': 1814.125, 'upper': 1893.0, 'count': 2},\n",
       "     {'lower': 1893.0, 'upper': 1971.875, 'count': 0},\n",
       "     {'lower': 1971.875, 'upper': 2050.75, 'count': 0},\n",
       "     {'lower': 2050.75, 'upper': 2129.625, 'count': 1},\n",
       "     {'lower': 2129.625, 'upper': 2208.5, 'count': 0},\n",
       "     {'lower': 2208.5, 'upper': 2287.375, 'count': 1},\n",
       "     {'lower': 2287.375, 'upper': 2366.25, 'count': 0},\n",
       "     {'lower': 2366.25, 'upper': 2445.125, 'count': 0},\n",
       "     {'lower': 2445.125, 'upper': 2524.0, 'count': 1}],\n",
       "    'count_uniques': 89},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Heating': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'GasA', 'count': 100}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Heating QC': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'Ex', 'count': 55},\n",
       "     {'value': 'TA', 'count': 25},\n",
       "     {'value': 'Gd', 'count': 12},\n",
       "     {'value': 'Fa', 'count': 8}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Central Air': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'Y', 'count': 93}, {'value': 'N', 'count': 7}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Electrical': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'SBrkr', 'count': 93},\n",
       "     {'value': 'FuseA', 'count': 4},\n",
       "     {'value': 'FuseF', 'count': 3}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  '1st Flr SF': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 483.0, 'upper': 546.78125, 'count': 3},\n",
       "     {'lower': 546.78125, 'upper': 610.5625, 'count': 3},\n",
       "     {'lower': 610.5625, 'upper': 674.34375, 'count': 4},\n",
       "     {'lower': 674.34375, 'upper': 738.125, 'count': 1},\n",
       "     {'lower': 738.125, 'upper': 801.90625, 'count': 7},\n",
       "     {'lower': 801.90625, 'upper': 865.6875, 'count': 3},\n",
       "     {'lower': 865.6875, 'upper': 929.46875, 'count': 9},\n",
       "     {'lower': 929.46875, 'upper': 993.25, 'count': 10},\n",
       "     {'lower': 993.25, 'upper': 1057.03125, 'count': 7},\n",
       "     {'lower': 1057.03125, 'upper': 1120.8125, 'count': 6},\n",
       "     {'lower': 1120.8125, 'upper': 1184.59375, 'count': 7},\n",
       "     {'lower': 1184.59375, 'upper': 1248.375, 'count': 9},\n",
       "     {'lower': 1248.375, 'upper': 1312.15625, 'count': 4},\n",
       "     {'lower': 1312.15625, 'upper': 1375.9375, 'count': 4},\n",
       "     {'lower': 1375.9375, 'upper': 1439.71875, 'count': 4},\n",
       "     {'lower': 1439.71875, 'upper': 1503.5, 'count': 3},\n",
       "     {'lower': 1503.5, 'upper': 1567.28125, 'count': 4},\n",
       "     {'lower': 1567.28125, 'upper': 1631.0625, 'count': 2},\n",
       "     {'lower': 1631.0625, 'upper': 1694.84375, 'count': 2},\n",
       "     {'lower': 1694.84375, 'upper': 1758.625, 'count': 1},\n",
       "     {'lower': 1758.625, 'upper': 1822.40625, 'count': 1},\n",
       "     {'lower': 1822.40625, 'upper': 1886.1875, 'count': 1},\n",
       "     {'lower': 1886.1875, 'upper': 1949.96875, 'count': 1},\n",
       "     {'lower': 1949.96875, 'upper': 2013.75, 'count': 0},\n",
       "     {'lower': 2013.75, 'upper': 2077.53125, 'count': 2},\n",
       "     {'lower': 2077.53125, 'upper': 2141.3125, 'count': 0},\n",
       "     {'lower': 2141.3125, 'upper': 2205.09375, 'count': 0},\n",
       "     {'lower': 2205.09375, 'upper': 2268.875, 'count': 1},\n",
       "     {'lower': 2268.875, 'upper': 2332.65625, 'count': 0},\n",
       "     {'lower': 2332.65625, 'upper': 2396.4375, 'count': 0},\n",
       "     {'lower': 2396.4375, 'upper': 2460.21875, 'count': 0},\n",
       "     {'lower': 2460.21875, 'upper': 2524.0, 'count': 1}],\n",
       "    'count_uniques': 93},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  '2nd Flr SF': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 44.5625, 'count': 58},\n",
       "     {'lower': 44.5625, 'upper': 89.125, 'count': 0},\n",
       "     {'lower': 89.125, 'upper': 133.6875, 'count': 0},\n",
       "     {'lower': 133.6875, 'upper': 178.25, 'count': 0},\n",
       "     {'lower': 178.25, 'upper': 222.8125, 'count': 0},\n",
       "     {'lower': 222.8125, 'upper': 267.375, 'count': 1},\n",
       "     {'lower': 267.375, 'upper': 311.9375, 'count': 0},\n",
       "     {'lower': 311.9375, 'upper': 356.5, 'count': 0},\n",
       "     {'lower': 356.5, 'upper': 401.0625, 'count': 0},\n",
       "     {'lower': 401.0625, 'upper': 445.625, 'count': 0},\n",
       "     {'lower': 445.625, 'upper': 490.1875, 'count': 0},\n",
       "     {'lower': 490.1875, 'upper': 534.75, 'count': 2},\n",
       "     {'lower': 534.75, 'upper': 579.3125, 'count': 3},\n",
       "     {'lower': 579.3125, 'upper': 623.875, 'count': 5},\n",
       "     {'lower': 623.875, 'upper': 668.4375, 'count': 4},\n",
       "     {'lower': 668.4375, 'upper': 713.0, 'count': 3},\n",
       "     {'lower': 713.0, 'upper': 757.5625, 'count': 9},\n",
       "     {'lower': 757.5625, 'upper': 802.125, 'count': 4},\n",
       "     {'lower': 802.125, 'upper': 846.6875, 'count': 0},\n",
       "     {'lower': 846.6875, 'upper': 891.25, 'count': 2},\n",
       "     {'lower': 891.25, 'upper': 935.8125, 'count': 0},\n",
       "     {'lower': 935.8125, 'upper': 980.375, 'count': 1},\n",
       "     {'lower': 980.375, 'upper': 1024.9375, 'count': 0},\n",
       "     {'lower': 1024.9375, 'upper': 1069.5, 'count': 2},\n",
       "     {'lower': 1069.5, 'upper': 1114.0625, 'count': 1},\n",
       "     {'lower': 1114.0625, 'upper': 1158.625, 'count': 0},\n",
       "     {'lower': 1158.625, 'upper': 1203.1875, 'count': 1},\n",
       "     {'lower': 1203.1875, 'upper': 1247.75, 'count': 1},\n",
       "     {'lower': 1247.75, 'upper': 1292.3125, 'count': 0},\n",
       "     {'lower': 1292.3125, 'upper': 1336.875, 'count': 0},\n",
       "     {'lower': 1336.875, 'upper': 1381.4375, 'count': 1},\n",
       "     {'lower': 1381.4375, 'upper': 1426.0, 'count': 2}],\n",
       "    'count_uniques': 40},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Low Qual Fin SF': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 0},\n",
       "     {'lower': 0.0, 'upper': 0.0, 'count': 100}],\n",
       "    'count_uniques': 1},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Gr Liv Area': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 520.0, 'upper': 590.75, 'count': 1},\n",
       "     {'lower': 590.75, 'upper': 661.5, 'count': 0},\n",
       "     {'lower': 661.5, 'upper': 732.25, 'count': 0},\n",
       "     {'lower': 732.25, 'upper': 803.0, 'count': 1},\n",
       "     {'lower': 803.0, 'upper': 873.75, 'count': 2},\n",
       "     {'lower': 873.75, 'upper': 944.5, 'count': 6},\n",
       "     {'lower': 944.5, 'upper': 1015.25, 'count': 3},\n",
       "     {'lower': 1015.25, 'upper': 1086.0, 'count': 7},\n",
       "     {'lower': 1086.0, 'upper': 1156.75, 'count': 9},\n",
       "     {'lower': 1156.75, 'upper': 1227.5, 'count': 8},\n",
       "     {'lower': 1227.5, 'upper': 1298.25, 'count': 4},\n",
       "     {'lower': 1298.25, 'upper': 1369.0, 'count': 4},\n",
       "     {'lower': 1369.0, 'upper': 1439.75, 'count': 4},\n",
       "     {'lower': 1439.75, 'upper': 1510.5, 'count': 10},\n",
       "     {'lower': 1510.5, 'upper': 1581.25, 'count': 7},\n",
       "     {'lower': 1581.25, 'upper': 1652.0, 'count': 6},\n",
       "     {'lower': 1652.0, 'upper': 1722.75, 'count': 5},\n",
       "     {'lower': 1722.75, 'upper': 1793.5, 'count': 1},\n",
       "     {'lower': 1793.5, 'upper': 1864.25, 'count': 3},\n",
       "     {'lower': 1864.25, 'upper': 1935.0, 'count': 2},\n",
       "     {'lower': 1935.0, 'upper': 2005.75, 'count': 4},\n",
       "     {'lower': 2005.75, 'upper': 2076.5, 'count': 3},\n",
       "     {'lower': 2076.5, 'upper': 2147.25, 'count': 2},\n",
       "     {'lower': 2147.25, 'upper': 2218.0, 'count': 0},\n",
       "     {'lower': 2218.0, 'upper': 2288.75, 'count': 4},\n",
       "     {'lower': 2288.75, 'upper': 2359.5, 'count': 0},\n",
       "     {'lower': 2359.5, 'upper': 2430.25, 'count': 0},\n",
       "     {'lower': 2430.25, 'upper': 2501.0, 'count': 0},\n",
       "     {'lower': 2501.0, 'upper': 2571.75, 'count': 1},\n",
       "     {'lower': 2571.75, 'upper': 2642.5, 'count': 1},\n",
       "     {'lower': 2642.5, 'upper': 2713.25, 'count': 0},\n",
       "     {'lower': 2713.25, 'upper': 2784.0, 'count': 2}],\n",
       "    'count_uniques': 95},\n",
       "   'dtype': 'uint16',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Bsmt Full Bath': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 0.03125, 'count': 64},\n",
       "     {'lower': 0.03125, 'upper': 0.0625, 'count': 0},\n",
       "     {'lower': 0.0625, 'upper': 0.09375, 'count': 0},\n",
       "     {'lower': 0.09375, 'upper': 0.125, 'count': 0},\n",
       "     {'lower': 0.125, 'upper': 0.15625, 'count': 0},\n",
       "     {'lower': 0.15625, 'upper': 0.1875, 'count': 0},\n",
       "     {'lower': 0.1875, 'upper': 0.21875, 'count': 0},\n",
       "     {'lower': 0.21875, 'upper': 0.25, 'count': 0},\n",
       "     {'lower': 0.25, 'upper': 0.28125, 'count': 0},\n",
       "     {'lower': 0.28125, 'upper': 0.3125, 'count': 0},\n",
       "     {'lower': 0.3125, 'upper': 0.34375, 'count': 0},\n",
       "     {'lower': 0.34375, 'upper': 0.375, 'count': 0},\n",
       "     {'lower': 0.375, 'upper': 0.40625, 'count': 0},\n",
       "     {'lower': 0.40625, 'upper': 0.4375, 'count': 0},\n",
       "     {'lower': 0.4375, 'upper': 0.46875, 'count': 0},\n",
       "     {'lower': 0.46875, 'upper': 0.5, 'count': 0},\n",
       "     {'lower': 0.5, 'upper': 0.53125, 'count': 0},\n",
       "     {'lower': 0.53125, 'upper': 0.5625, 'count': 0},\n",
       "     {'lower': 0.5625, 'upper': 0.59375, 'count': 0},\n",
       "     {'lower': 0.59375, 'upper': 0.625, 'count': 0},\n",
       "     {'lower': 0.625, 'upper': 0.65625, 'count': 0},\n",
       "     {'lower': 0.65625, 'upper': 0.6875, 'count': 0},\n",
       "     {'lower': 0.6875, 'upper': 0.71875, 'count': 0},\n",
       "     {'lower': 0.71875, 'upper': 0.75, 'count': 0},\n",
       "     {'lower': 0.75, 'upper': 0.78125, 'count': 0},\n",
       "     {'lower': 0.78125, 'upper': 0.8125, 'count': 0},\n",
       "     {'lower': 0.8125, 'upper': 0.84375, 'count': 0},\n",
       "     {'lower': 0.84375, 'upper': 0.875, 'count': 0},\n",
       "     {'lower': 0.875, 'upper': 0.90625, 'count': 0},\n",
       "     {'lower': 0.90625, 'upper': 0.9375, 'count': 0},\n",
       "     {'lower': 0.9375, 'upper': 0.96875, 'count': 0},\n",
       "     {'lower': 0.96875, 'upper': 1.0, 'count': 36}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Bsmt Half Bath': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 0.03125, 'count': 93},\n",
       "     {'lower': 0.03125, 'upper': 0.0625, 'count': 0},\n",
       "     {'lower': 0.0625, 'upper': 0.09375, 'count': 0},\n",
       "     {'lower': 0.09375, 'upper': 0.125, 'count': 0},\n",
       "     {'lower': 0.125, 'upper': 0.15625, 'count': 0},\n",
       "     {'lower': 0.15625, 'upper': 0.1875, 'count': 0},\n",
       "     {'lower': 0.1875, 'upper': 0.21875, 'count': 0},\n",
       "     {'lower': 0.21875, 'upper': 0.25, 'count': 0},\n",
       "     {'lower': 0.25, 'upper': 0.28125, 'count': 0},\n",
       "     {'lower': 0.28125, 'upper': 0.3125, 'count': 0},\n",
       "     {'lower': 0.3125, 'upper': 0.34375, 'count': 0},\n",
       "     {'lower': 0.34375, 'upper': 0.375, 'count': 0},\n",
       "     {'lower': 0.375, 'upper': 0.40625, 'count': 0},\n",
       "     {'lower': 0.40625, 'upper': 0.4375, 'count': 0},\n",
       "     {'lower': 0.4375, 'upper': 0.46875, 'count': 0},\n",
       "     {'lower': 0.46875, 'upper': 0.5, 'count': 0},\n",
       "     {'lower': 0.5, 'upper': 0.53125, 'count': 0},\n",
       "     {'lower': 0.53125, 'upper': 0.5625, 'count': 0},\n",
       "     {'lower': 0.5625, 'upper': 0.59375, 'count': 0},\n",
       "     {'lower': 0.59375, 'upper': 0.625, 'count': 0},\n",
       "     {'lower': 0.625, 'upper': 0.65625, 'count': 0},\n",
       "     {'lower': 0.65625, 'upper': 0.6875, 'count': 0},\n",
       "     {'lower': 0.6875, 'upper': 0.71875, 'count': 0},\n",
       "     {'lower': 0.71875, 'upper': 0.75, 'count': 0},\n",
       "     {'lower': 0.75, 'upper': 0.78125, 'count': 0},\n",
       "     {'lower': 0.78125, 'upper': 0.8125, 'count': 0},\n",
       "     {'lower': 0.8125, 'upper': 0.84375, 'count': 0},\n",
       "     {'lower': 0.84375, 'upper': 0.875, 'count': 0},\n",
       "     {'lower': 0.875, 'upper': 0.90625, 'count': 0},\n",
       "     {'lower': 0.90625, 'upper': 0.9375, 'count': 0},\n",
       "     {'lower': 0.9375, 'upper': 0.96875, 'count': 0},\n",
       "     {'lower': 0.96875, 'upper': 1.0, 'count': 7}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Full Bath': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 1.0, 'upper': 1.0625, 'count': 47},\n",
       "     {'lower': 1.0625, 'upper': 1.125, 'count': 0},\n",
       "     {'lower': 1.125, 'upper': 1.1875, 'count': 0},\n",
       "     {'lower': 1.1875, 'upper': 1.25, 'count': 0},\n",
       "     {'lower': 1.25, 'upper': 1.3125, 'count': 0},\n",
       "     {'lower': 1.3125, 'upper': 1.375, 'count': 0},\n",
       "     {'lower': 1.375, 'upper': 1.4375, 'count': 0},\n",
       "     {'lower': 1.4375, 'upper': 1.5, 'count': 0},\n",
       "     {'lower': 1.5, 'upper': 1.5625, 'count': 0},\n",
       "     {'lower': 1.5625, 'upper': 1.625, 'count': 0},\n",
       "     {'lower': 1.625, 'upper': 1.6875, 'count': 0},\n",
       "     {'lower': 1.6875, 'upper': 1.75, 'count': 0},\n",
       "     {'lower': 1.75, 'upper': 1.8125, 'count': 0},\n",
       "     {'lower': 1.8125, 'upper': 1.875, 'count': 0},\n",
       "     {'lower': 1.875, 'upper': 1.9375, 'count': 0},\n",
       "     {'lower': 1.9375, 'upper': 2.0, 'count': 0},\n",
       "     {'lower': 2.0, 'upper': 2.0625, 'count': 51},\n",
       "     {'lower': 2.0625, 'upper': 2.125, 'count': 0},\n",
       "     {'lower': 2.125, 'upper': 2.1875, 'count': 0},\n",
       "     {'lower': 2.1875, 'upper': 2.25, 'count': 0},\n",
       "     {'lower': 2.25, 'upper': 2.3125, 'count': 0},\n",
       "     {'lower': 2.3125, 'upper': 2.375, 'count': 0},\n",
       "     {'lower': 2.375, 'upper': 2.4375, 'count': 0},\n",
       "     {'lower': 2.4375, 'upper': 2.5, 'count': 0},\n",
       "     {'lower': 2.5, 'upper': 2.5625, 'count': 0},\n",
       "     {'lower': 2.5625, 'upper': 2.625, 'count': 0},\n",
       "     {'lower': 2.625, 'upper': 2.6875, 'count': 0},\n",
       "     {'lower': 2.6875, 'upper': 2.75, 'count': 0},\n",
       "     {'lower': 2.75, 'upper': 2.8125, 'count': 0},\n",
       "     {'lower': 2.8125, 'upper': 2.875, 'count': 0},\n",
       "     {'lower': 2.875, 'upper': 2.9375, 'count': 0},\n",
       "     {'lower': 2.9375, 'upper': 3.0, 'count': 2}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Half Bath': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 0.0625, 'count': 66},\n",
       "     {'lower': 0.0625, 'upper': 0.125, 'count': 0},\n",
       "     {'lower': 0.125, 'upper': 0.1875, 'count': 0},\n",
       "     {'lower': 0.1875, 'upper': 0.25, 'count': 0},\n",
       "     {'lower': 0.25, 'upper': 0.3125, 'count': 0},\n",
       "     {'lower': 0.3125, 'upper': 0.375, 'count': 0},\n",
       "     {'lower': 0.375, 'upper': 0.4375, 'count': 0},\n",
       "     {'lower': 0.4375, 'upper': 0.5, 'count': 0},\n",
       "     {'lower': 0.5, 'upper': 0.5625, 'count': 0},\n",
       "     {'lower': 0.5625, 'upper': 0.625, 'count': 0},\n",
       "     {'lower': 0.625, 'upper': 0.6875, 'count': 0},\n",
       "     {'lower': 0.6875, 'upper': 0.75, 'count': 0},\n",
       "     {'lower': 0.75, 'upper': 0.8125, 'count': 0},\n",
       "     {'lower': 0.8125, 'upper': 0.875, 'count': 0},\n",
       "     {'lower': 0.875, 'upper': 0.9375, 'count': 0},\n",
       "     {'lower': 0.9375, 'upper': 1.0, 'count': 0},\n",
       "     {'lower': 1.0, 'upper': 1.0625, 'count': 33},\n",
       "     {'lower': 1.0625, 'upper': 1.125, 'count': 0},\n",
       "     {'lower': 1.125, 'upper': 1.1875, 'count': 0},\n",
       "     {'lower': 1.1875, 'upper': 1.25, 'count': 0},\n",
       "     {'lower': 1.25, 'upper': 1.3125, 'count': 0},\n",
       "     {'lower': 1.3125, 'upper': 1.375, 'count': 0},\n",
       "     {'lower': 1.375, 'upper': 1.4375, 'count': 0},\n",
       "     {'lower': 1.4375, 'upper': 1.5, 'count': 0},\n",
       "     {'lower': 1.5, 'upper': 1.5625, 'count': 0},\n",
       "     {'lower': 1.5625, 'upper': 1.625, 'count': 0},\n",
       "     {'lower': 1.625, 'upper': 1.6875, 'count': 0},\n",
       "     {'lower': 1.6875, 'upper': 1.75, 'count': 0},\n",
       "     {'lower': 1.75, 'upper': 1.8125, 'count': 0},\n",
       "     {'lower': 1.8125, 'upper': 1.875, 'count': 0},\n",
       "     {'lower': 1.875, 'upper': 1.9375, 'count': 0},\n",
       "     {'lower': 1.9375, 'upper': 2.0, 'count': 1}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Bedroom AbvGr': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 1.0, 'upper': 1.125, 'count': 6},\n",
       "     {'lower': 1.125, 'upper': 1.25, 'count': 0},\n",
       "     {'lower': 1.25, 'upper': 1.375, 'count': 0},\n",
       "     {'lower': 1.375, 'upper': 1.5, 'count': 0},\n",
       "     {'lower': 1.5, 'upper': 1.625, 'count': 0},\n",
       "     {'lower': 1.625, 'upper': 1.75, 'count': 0},\n",
       "     {'lower': 1.75, 'upper': 1.875, 'count': 0},\n",
       "     {'lower': 1.875, 'upper': 2.0, 'count': 0},\n",
       "     {'lower': 2.0, 'upper': 2.125, 'count': 27},\n",
       "     {'lower': 2.125, 'upper': 2.25, 'count': 0},\n",
       "     {'lower': 2.25, 'upper': 2.375, 'count': 0},\n",
       "     {'lower': 2.375, 'upper': 2.5, 'count': 0},\n",
       "     {'lower': 2.5, 'upper': 2.625, 'count': 0},\n",
       "     {'lower': 2.625, 'upper': 2.75, 'count': 0},\n",
       "     {'lower': 2.75, 'upper': 2.875, 'count': 0},\n",
       "     {'lower': 2.875, 'upper': 3.0, 'count': 0},\n",
       "     {'lower': 3.0, 'upper': 3.125, 'count': 47},\n",
       "     {'lower': 3.125, 'upper': 3.25, 'count': 0},\n",
       "     {'lower': 3.25, 'upper': 3.375, 'count': 0},\n",
       "     {'lower': 3.375, 'upper': 3.5, 'count': 0},\n",
       "     {'lower': 3.5, 'upper': 3.625, 'count': 0},\n",
       "     {'lower': 3.625, 'upper': 3.75, 'count': 0},\n",
       "     {'lower': 3.75, 'upper': 3.875, 'count': 0},\n",
       "     {'lower': 3.875, 'upper': 4.0, 'count': 0},\n",
       "     {'lower': 4.0, 'upper': 4.125, 'count': 17},\n",
       "     {'lower': 4.125, 'upper': 4.25, 'count': 0},\n",
       "     {'lower': 4.25, 'upper': 4.375, 'count': 0},\n",
       "     {'lower': 4.375, 'upper': 4.5, 'count': 0},\n",
       "     {'lower': 4.5, 'upper': 4.625, 'count': 0},\n",
       "     {'lower': 4.625, 'upper': 4.75, 'count': 0},\n",
       "     {'lower': 4.75, 'upper': 4.875, 'count': 0},\n",
       "     {'lower': 4.875, 'upper': 5.0, 'count': 3}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Kitchen AbvGr': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 1.0, 'upper': 1.03125, 'count': 97},\n",
       "     {'lower': 1.03125, 'upper': 1.0625, 'count': 0},\n",
       "     {'lower': 1.0625, 'upper': 1.09375, 'count': 0},\n",
       "     {'lower': 1.09375, 'upper': 1.125, 'count': 0},\n",
       "     {'lower': 1.125, 'upper': 1.15625, 'count': 0},\n",
       "     {'lower': 1.15625, 'upper': 1.1875, 'count': 0},\n",
       "     {'lower': 1.1875, 'upper': 1.21875, 'count': 0},\n",
       "     {'lower': 1.21875, 'upper': 1.25, 'count': 0},\n",
       "     {'lower': 1.25, 'upper': 1.28125, 'count': 0},\n",
       "     {'lower': 1.28125, 'upper': 1.3125, 'count': 0},\n",
       "     {'lower': 1.3125, 'upper': 1.34375, 'count': 0},\n",
       "     {'lower': 1.34375, 'upper': 1.375, 'count': 0},\n",
       "     {'lower': 1.375, 'upper': 1.40625, 'count': 0},\n",
       "     {'lower': 1.40625, 'upper': 1.4375, 'count': 0},\n",
       "     {'lower': 1.4375, 'upper': 1.46875, 'count': 0},\n",
       "     {'lower': 1.46875, 'upper': 1.5, 'count': 0},\n",
       "     {'lower': 1.5, 'upper': 1.53125, 'count': 0},\n",
       "     {'lower': 1.53125, 'upper': 1.5625, 'count': 0},\n",
       "     {'lower': 1.5625, 'upper': 1.59375, 'count': 0},\n",
       "     {'lower': 1.59375, 'upper': 1.625, 'count': 0},\n",
       "     {'lower': 1.625, 'upper': 1.65625, 'count': 0},\n",
       "     {'lower': 1.65625, 'upper': 1.6875, 'count': 0},\n",
       "     {'lower': 1.6875, 'upper': 1.71875, 'count': 0},\n",
       "     {'lower': 1.71875, 'upper': 1.75, 'count': 0},\n",
       "     {'lower': 1.75, 'upper': 1.78125, 'count': 0},\n",
       "     {'lower': 1.78125, 'upper': 1.8125, 'count': 0},\n",
       "     {'lower': 1.8125, 'upper': 1.84375, 'count': 0},\n",
       "     {'lower': 1.84375, 'upper': 1.875, 'count': 0},\n",
       "     {'lower': 1.875, 'upper': 1.90625, 'count': 0},\n",
       "     {'lower': 1.90625, 'upper': 1.9375, 'count': 0},\n",
       "     {'lower': 1.9375, 'upper': 1.96875, 'count': 0},\n",
       "     {'lower': 1.96875, 'upper': 2.0, 'count': 3}],\n",
       "    'count_uniques': 2},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Kitchen Qual': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'TA', 'count': 52},\n",
       "     {'value': 'Gd', 'count': 36},\n",
       "     {'value': 'Ex', 'count': 9},\n",
       "     {'value': 'Fa', 'count': 3}],\n",
       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'TotRms AbvGrd': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 4.0, 'upper': 4.25, 'count': 10},\n",
       "     {'lower': 4.25, 'upper': 4.5, 'count': 0},\n",
       "     {'lower': 4.5, 'upper': 4.75, 'count': 0},\n",
       "     {'lower': 4.75, 'upper': 5.0, 'count': 0},\n",
       "     {'lower': 5.0, 'upper': 5.25, 'count': 20},\n",
       "     {'lower': 5.25, 'upper': 5.5, 'count': 0},\n",
       "     {'lower': 5.5, 'upper': 5.75, 'count': 0},\n",
       "     {'lower': 5.75, 'upper': 6.0, 'count': 0},\n",
       "     {'lower': 6.0, 'upper': 6.25, 'count': 33},\n",
       "     {'lower': 6.25, 'upper': 6.5, 'count': 0},\n",
       "     {'lower': 6.5, 'upper': 6.75, 'count': 0},\n",
       "     {'lower': 6.75, 'upper': 7.0, 'count': 0},\n",
       "     {'lower': 7.0, 'upper': 7.25, 'count': 24},\n",
       "     {'lower': 7.25, 'upper': 7.5, 'count': 0},\n",
       "     {'lower': 7.5, 'upper': 7.75, 'count': 0},\n",
       "     {'lower': 7.75, 'upper': 8.0, 'count': 0},\n",
       "     {'lower': 8.0, 'upper': 8.25, 'count': 3},\n",
       "     {'lower': 8.25, 'upper': 8.5, 'count': 0},\n",
       "     {'lower': 8.5, 'upper': 8.75, 'count': 0},\n",
       "     {'lower': 8.75, 'upper': 9.0, 'count': 0},\n",
       "     {'lower': 9.0, 'upper': 9.25, 'count': 7},\n",
       "     {'lower': 9.25, 'upper': 9.5, 'count': 0},\n",
       "     {'lower': 9.5, 'upper': 9.75, 'count': 0},\n",
       "     {'lower': 9.75, 'upper': 10.0, 'count': 0},\n",
       "     {'lower': 10.0, 'upper': 10.25, 'count': 0},\n",
       "     {'lower': 10.25, 'upper': 10.5, 'count': 0},\n",
       "     {'lower': 10.5, 'upper': 10.75, 'count': 0},\n",
       "     {'lower': 10.75, 'upper': 11.0, 'count': 0},\n",
       "     {'lower': 11.0, 'upper': 11.25, 'count': 1},\n",
       "     {'lower': 11.25, 'upper': 11.5, 'count': 0},\n",
       "     {'lower': 11.5, 'upper': 11.75, 'count': 0},\n",
       "     {'lower': 11.75, 'upper': 12.0, 'count': 2}],\n",
       "    'count_uniques': 8},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Functional': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'frequency': [{'value': 'Typ', 'count': 90},\n",
       "     {'value': 'Min2', 'count': 4},\n",
       "     {'value': 'Mod', 'count': 3},\n",
       "     {'value': 'Maj1', 'count': 2},\n",
       "     {'value': 'Min1', 'count': 1}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Fireplaces': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 100,\n",
       "    'hist': [{'lower': 0.0, 'upper': 0.0625, 'count': 52},\n",
       "     {'lower': 0.0625, 'upper': 0.125, 'count': 0},\n",
       "     {'lower': 0.125, 'upper': 0.1875, 'count': 0},\n",
       "     {'lower': 0.1875, 'upper': 0.25, 'count': 0},\n",
       "     {'lower': 0.25, 'upper': 0.3125, 'count': 0},\n",
       "     {'lower': 0.3125, 'upper': 0.375, 'count': 0},\n",
       "     {'lower': 0.375, 'upper': 0.4375, 'count': 0},\n",
       "     {'lower': 0.4375, 'upper': 0.5, 'count': 0},\n",
       "     {'lower': 0.5, 'upper': 0.5625, 'count': 0},\n",
       "     {'lower': 0.5625, 'upper': 0.625, 'count': 0},\n",
       "     {'lower': 0.625, 'upper': 0.6875, 'count': 0},\n",
       "     {'lower': 0.6875, 'upper': 0.75, 'count': 0},\n",
       "     {'lower': 0.75, 'upper': 0.8125, 'count': 0},\n",
       "     {'lower': 0.8125, 'upper': 0.875, 'count': 0},\n",
       "     {'lower': 0.875, 'upper': 0.9375, 'count': 0},\n",
       "     {'lower': 0.9375, 'upper': 1.0, 'count': 0},\n",
       "     {'lower': 1.0, 'upper': 1.0625, 'count': 40},\n",
       "     {'lower': 1.0625, 'upper': 1.125, 'count': 0},\n",
       "     {'lower': 1.125, 'upper': 1.1875, 'count': 0},\n",
       "     {'lower': 1.1875, 'upper': 1.25, 'count': 0},\n",
       "     {'lower': 1.25, 'upper': 1.3125, 'count': 0},\n",
       "     {'lower': 1.3125, 'upper': 1.375, 'count': 0},\n",
       "     {'lower': 1.375, 'upper': 1.4375, 'count': 0},\n",
       "     {'lower': 1.4375, 'upper': 1.5, 'count': 0},\n",
       "     {'lower': 1.5, 'upper': 1.5625, 'count': 0},\n",
       "     {'lower': 1.5625, 'upper': 1.625, 'count': 0},\n",
       "     {'lower': 1.625, 'upper': 1.6875, 'count': 0},\n",
       "     {'lower': 1.6875, 'upper': 1.75, 'count': 0},\n",
       "     {'lower': 1.75, 'upper': 1.8125, 'count': 0},\n",
       "     {'lower': 1.8125, 'upper': 1.875, 'count': 0},\n",
       "     {'lower': 1.875, 'upper': 1.9375, 'count': 0},\n",
       "     {'lower': 1.9375, 'upper': 2.0, 'count': 8}],\n",
       "    'count_uniques': 3},\n",
       "   'dtype': 'uint8',\n",
       "   'profiler_dtype': 'int'},\n",
       "  'Fireplace Qu': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 48,\n",
       "    'frequency': [{'value': 'Gd', 'count': 26},\n",
       "     {'value': 'TA', 'count': 16},\n",
       "     {'value': 'Po', 'count': 2},\n",
       "     {'value': 'Fa', 'count': 2},\n",
       "     {'value': 'Ex', 'count': 2}],\n",
       "    'count_uniques': 5},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Garage Type': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
       "    'match': 96,\n",
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       "    'count_uniques': 4},\n",
       "   'dtype': 'category',\n",
       "   'profiler_dtype': 'string'},\n",
       "  'Garage Yr Blt': {'stats': {'mismatch': 0,\n",
       "    'missing': 4,\n",
       "    'match': 96,\n",
       "    'frequency': [{'value': '2005', 'count': 6},\n",
       "     {'value': '2004', 'count': 5},\n",
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       "     {'value': '1969', 'count': 4},\n",
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       "     {'value': '2009', 'count': 3},\n",
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       "     {'value': '1995', 'count': 3},\n",
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       "     {'value': '1952', 'count': 2},\n",
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       "     {'value': '1955', 'count': 2},\n",
       "     {'value': '1960', 'count': 2},\n",
       "     {'value': '1965', 'count': 2},\n",
       "     {'value': '1966', 'count': 2},\n",
       "     {'value': '1981', 'count': 2},\n",
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       "     {'value': '1994', 'count': 1},\n",
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       "  'Garage Finish': {'stats': {'mismatch': 0,\n",
       "    'missing': 0,\n",
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       "    'frequency': [{'value': 'Unf', 'count': 39},\n",
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       "  'Garage Cond': {'stats': {'mismatch': 0,\n",
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       "  'Pool Area': {'stats': {'mismatch': 0,\n",
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       " 'name': None,\n",
       " 'file_name': 'jurgen.csv',\n",
       " 'summary': {'cols_count': 81,\n",
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       "  'size': '20.1 kB',\n",
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      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.ext.profile(columns=\"*\", infer=True,  flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1==1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 100 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
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       "<div>\n",
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       "      <th></th>\n",
       "      <th>name</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>50.775000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
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       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1951 12:00:00 AM</td>\n",
       "      <td>56.183330</td>\n",
       "      <td>10.233330</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
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       "      <td>107000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1952 12:00:00 AM</td>\n",
       "      <td>54.216670</td>\n",
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       "      <td>(54.216670, -113.000000)</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914</td>\n",
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       "      <td>01/01/1976 12:00:00 AM</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>780</td>\n",
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       "      <td>01/01/1902 12:00:00 AM</td>\n",
       "      <td>-33.166670</td>\n",
       "      <td>-64.950000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adhi Kot</td>\n",
       "      <td>379</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>4239</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1919 12:00:00 AM</td>\n",
       "      <td>32.100000</td>\n",
       "      <td>71.800000</td>\n",
       "      <td>(32.100000, 71.800000)</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adzhi-Bogdo (stone)</td>\n",
       "      <td>390</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL3-6</td>\n",
       "      <td>910</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>44.833330</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agen</td>\n",
       "      <td>392</td>\n",
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       "      <td>H5</td>\n",
       "      <td>30000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1814 12:00:00 AM</td>\n",
       "      <td>44.216670</td>\n",
       "      <td>0.616670</td>\n",
       "      <td>(44.216670, 0.616670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Aguada</td>\n",
       "      <td>398</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>1620</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1930 12:00:00 AM</td>\n",
       "      <td>-31.600000</td>\n",
       "      <td>-65.233330</td>\n",
       "      <td>(-31.600000, -65.233330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aguila Blanca</td>\n",
       "      <td>417</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>1440</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1920 12:00:00 AM</td>\n",
       "      <td>-30.866670</td>\n",
       "      <td>-64.550000</td>\n",
       "      <td>(-30.866670, -64.550000)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Aioun el Atrouss</td>\n",
       "      <td>423</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Diogenite-pm</td>\n",
       "      <td>1000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1974 12:00:00 AM</td>\n",
       "      <td>16.398060</td>\n",
       "      <td>-9.570280</td>\n",
       "      <td>(16.398060, -9.570280)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aïr</td>\n",
       "      <td>424</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>24000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1925 12:00:00 AM</td>\n",
       "      <td>19.083330</td>\n",
       "      <td>8.383330</td>\n",
       "      <td>(19.083330, 8.383330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aire-sur-la-Lys</td>\n",
       "      <td>425</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1769 12:00:00 AM</td>\n",
       "      <td>50.666670</td>\n",
       "      <td>2.333330</td>\n",
       "      <td>(50.666670, 2.333330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Akaba</td>\n",
       "      <td>426</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>779</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>29.516670</td>\n",
       "      <td>35.050000</td>\n",
       "      <td>(29.516670, 35.050000)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Akbarpur</td>\n",
       "      <td>427</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>1800</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1838 12:00:00 AM</td>\n",
       "      <td>29.716670</td>\n",
       "      <td>77.950000</td>\n",
       "      <td>(29.716670, 77.950000)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Akwanga</td>\n",
       "      <td>432</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H</td>\n",
       "      <td>3000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1959 12:00:00 AM</td>\n",
       "      <td>8.916670</td>\n",
       "      <td>8.433330</td>\n",
       "      <td>(8.916670, 8.433330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Akyumak</td>\n",
       "      <td>433</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Iron, IVA</td>\n",
       "      <td>50000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1981 12:00:00 AM</td>\n",
       "      <td>39.916670</td>\n",
       "      <td>42.816670</td>\n",
       "      <td>(39.916670, 42.816670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Al Rais</td>\n",
       "      <td>446</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CR2-an</td>\n",
       "      <td>160</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1957 12:00:00 AM</td>\n",
       "      <td>24.416670</td>\n",
       "      <td>39.516670</td>\n",
       "      <td>(24.416670, 39.516670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Al Zarnkh</td>\n",
       "      <td>447</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2001 12:00:00 AM</td>\n",
       "      <td>13.660330</td>\n",
       "      <td>28.960000</td>\n",
       "      <td>(13.660330, 28.960000)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alais</td>\n",
       "      <td>448</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CI1</td>\n",
       "      <td>6000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1806 12:00:00 AM</td>\n",
       "      <td>44.116670</td>\n",
       "      <td>4.083330</td>\n",
       "      <td>(44.116670, 4.083330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Albareto</td>\n",
       "      <td>453</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L/LL4</td>\n",
       "      <td>2000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1766 12:00:00 AM</td>\n",
       "      <td>44.650000</td>\n",
       "      <td>11.016670</td>\n",
       "      <td>(44.650000, 11.016670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alberta</td>\n",
       "      <td>454</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L</td>\n",
       "      <td>625</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1949 12:00:00 AM</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>22.666670</td>\n",
       "      <td>(2.000000, 22.666670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alby sur Chéran</td>\n",
       "      <td>458</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Eucrite-mmict</td>\n",
       "      <td>252</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2002 12:00:00 AM</td>\n",
       "      <td>45.821330</td>\n",
       "      <td>6.015330</td>\n",
       "      <td>(45.821330, 6.015330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Aldsworth</td>\n",
       "      <td>461</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1835 12:00:00 AM</td>\n",
       "      <td>51.783330</td>\n",
       "      <td>-1.783330</td>\n",
       "      <td>(51.783330, -1.783330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Aleppo</td>\n",
       "      <td>462</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>3200</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1873 12:00:00 AM</td>\n",
       "      <td>36.233330</td>\n",
       "      <td>37.133330</td>\n",
       "      <td>(36.233330, 37.133330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alessandria</td>\n",
       "      <td>463</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>908</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1860 12:00:00 AM</td>\n",
       "      <td>44.883330</td>\n",
       "      <td>8.750000</td>\n",
       "      <td>(44.883330, 8.750000)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alexandrovsky</td>\n",
       "      <td>465</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>9251</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1900 12:00:00 AM</td>\n",
       "      <td>50.950000</td>\n",
       "      <td>31.816670</td>\n",
       "      <td>(50.950000, 31.816670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alfianello</td>\n",
       "      <td>466</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>228000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1883 12:00:00 AM</td>\n",
       "      <td>45.266670</td>\n",
       "      <td>10.150000</td>\n",
       "      <td>(45.266670, 10.150000)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Allegan</td>\n",
       "      <td>2276</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>32000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1899 12:00:00 AM</td>\n",
       "      <td>42.533330</td>\n",
       "      <td>-85.883330</td>\n",
       "      <td>(42.533330, -85.883330)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Allende</td>\n",
       "      <td>2278</td>\n",
       "      <td>Valid</td>\n",
       "      <td>CV3</td>\n",
       "      <td>2000000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1969 12:00:00 AM</td>\n",
       "      <td>26.966670</td>\n",
       "      <td>-105.316670</td>\n",
       "      <td>(26.966670, -105.316670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Almahata Sitta</td>\n",
       "      <td>48915</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Ureilite-an</td>\n",
       "      <td>3950</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/2008 12:00:00 AM</td>\n",
       "      <td>20.745750</td>\n",
       "      <td>32.412750</td>\n",
       "      <td>(20.745750, 32.412750)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Alta'ameem</td>\n",
       "      <td>2284</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL5</td>\n",
       "      <td>6000</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1977 12:00:00 AM</td>\n",
       "      <td>35.273330</td>\n",
       "      <td>44.215560</td>\n",
       "      <td>(35.273330, 44.215560)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ambapur Nagla</td>\n",
       "      <td>2290</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>6400</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1895 12:00:00 AM</td>\n",
       "      <td>27.666670</td>\n",
       "      <td>78.250000</td>\n",
       "      <td>(27.666670, 78.250000)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Andhara</td>\n",
       "      <td>2294</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Stone-uncl</td>\n",
       "      <td>2700</td>\n",
       "      <td>Fell</td>\n",
       "      <td>01/01/1880 12:00:00 AM</td>\n",
       "      <td>26.583330</td>\n",
       "      <td>85.566670</td>\n",
       "      <td>(26.583330, 85.566670)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   name     id nametype       recclass mass (g)  fall  \\\n",
       "0                Aachen      1    Valid             L5       21  Fell   \n",
       "1                Aarhus      2    Valid             H6      720  Fell   \n",
       "2                  Abee      6    Valid            EH4   107000  Fell   \n",
       "3              Acapulco     10    Valid    Acapulcoite     1914  Fell   \n",
       "4               Achiras    370    Valid             L6      780  Fell   \n",
       "5              Adhi Kot    379    Valid            EH4     4239  Fell   \n",
       "6   Adzhi-Bogdo (stone)    390    Valid          LL3-6      910  Fell   \n",
       "7                  Agen    392    Valid             H5    30000  Fell   \n",
       "8                Aguada    398    Valid             L6     1620  Fell   \n",
       "9         Aguila Blanca    417    Valid              L     1440  Fell   \n",
       "10     Aioun el Atrouss    423    Valid   Diogenite-pm     1000  Fell   \n",
       "11                  Aïr    424    Valid             L6    24000  Fell   \n",
       "12      Aire-sur-la-Lys    425    Valid        Unknown      NaN  Fell   \n",
       "13                Akaba    426    Valid             L6      779  Fell   \n",
       "14             Akbarpur    427    Valid             H4     1800  Fell   \n",
       "15              Akwanga    432    Valid              H     3000  Fell   \n",
       "16              Akyumak    433    Valid      Iron, IVA    50000  Fell   \n",
       "17              Al Rais    446    Valid         CR2-an      160  Fell   \n",
       "18            Al Zarnkh    447    Valid            LL5      700  Fell   \n",
       "19                Alais    448    Valid            CI1     6000  Fell   \n",
       "20             Albareto    453    Valid          L/LL4     2000  Fell   \n",
       "21              Alberta    454    Valid              L      625  Fell   \n",
       "22      Alby sur Chéran    458    Valid  Eucrite-mmict      252  Fell   \n",
       "23            Aldsworth    461    Valid            LL5      700  Fell   \n",
       "24               Aleppo    462    Valid             L6     3200  Fell   \n",
       "25          Alessandria    463    Valid             H5      908  Fell   \n",
       "26        Alexandrovsky    465    Valid             H4     9251  Fell   \n",
       "27           Alfianello    466    Valid             L6   228000  Fell   \n",
       "28              Allegan   2276    Valid             H5    32000  Fell   \n",
       "29              Allende   2278    Valid            CV3  2000000  Fell   \n",
       "30       Almahata Sitta  48915    Valid    Ureilite-an     3950  Fell   \n",
       "31           Alta'ameem   2284    Valid            LL5     6000  Fell   \n",
       "32        Ambapur Nagla   2290    Valid             H5     6400  Fell   \n",
       "33              Andhara   2294    Valid     Stone-uncl     2700  Fell   \n",
       "\n",
       "                      year      reclat      reclong               GeoLocation  \\\n",
       "0   01/01/1880 12:00:00 AM   50.775000     6.083330     (50.775000, 6.083330)   \n",
       "1   01/01/1951 12:00:00 AM   56.183330    10.233330    (56.183330, 10.233330)   \n",
       "2   01/01/1952 12:00:00 AM   54.216670  -113.000000  (54.216670, -113.000000)   \n",
       "3   01/01/1976 12:00:00 AM   16.883330   -99.900000   (16.883330, -99.900000)   \n",
       "4   01/01/1902 12:00:00 AM  -33.166670   -64.950000  (-33.166670, -64.950000)   \n",
       "5   01/01/1919 12:00:00 AM   32.100000    71.800000    (32.100000, 71.800000)   \n",
       "6   01/01/1949 12:00:00 AM   44.833330    95.166670    (44.833330, 95.166670)   \n",
       "7   01/01/1814 12:00:00 AM   44.216670     0.616670     (44.216670, 0.616670)   \n",
       "8   01/01/1930 12:00:00 AM  -31.600000   -65.233330  (-31.600000, -65.233330)   \n",
       "9   01/01/1920 12:00:00 AM  -30.866670   -64.550000  (-30.866670, -64.550000)   \n",
       "10  01/01/1974 12:00:00 AM   16.398060    -9.570280    (16.398060, -9.570280)   \n",
       "11  01/01/1925 12:00:00 AM   19.083330     8.383330     (19.083330, 8.383330)   \n",
       "12  01/01/1769 12:00:00 AM   50.666670     2.333330     (50.666670, 2.333330)   \n",
       "13  01/01/1949 12:00:00 AM   29.516670    35.050000    (29.516670, 35.050000)   \n",
       "14  01/01/1838 12:00:00 AM   29.716670    77.950000    (29.716670, 77.950000)   \n",
       "15  01/01/1959 12:00:00 AM    8.916670     8.433330      (8.916670, 8.433330)   \n",
       "16  01/01/1981 12:00:00 AM   39.916670    42.816670    (39.916670, 42.816670)   \n",
       "17  01/01/1957 12:00:00 AM   24.416670    39.516670    (24.416670, 39.516670)   \n",
       "18  01/01/2001 12:00:00 AM   13.660330    28.960000    (13.660330, 28.960000)   \n",
       "19  01/01/1806 12:00:00 AM   44.116670     4.083330     (44.116670, 4.083330)   \n",
       "20  01/01/1766 12:00:00 AM   44.650000    11.016670    (44.650000, 11.016670)   \n",
       "21  01/01/1949 12:00:00 AM    2.000000    22.666670     (2.000000, 22.666670)   \n",
       "22  01/01/2002 12:00:00 AM   45.821330     6.015330     (45.821330, 6.015330)   \n",
       "23  01/01/1835 12:00:00 AM   51.783330    -1.783330    (51.783330, -1.783330)   \n",
       "24  01/01/1873 12:00:00 AM   36.233330    37.133330    (36.233330, 37.133330)   \n",
       "25  01/01/1860 12:00:00 AM   44.883330     8.750000     (44.883330, 8.750000)   \n",
       "26  01/01/1900 12:00:00 AM   50.950000    31.816670    (50.950000, 31.816670)   \n",
       "27  01/01/1883 12:00:00 AM   45.266670    10.150000    (45.266670, 10.150000)   \n",
       "28  01/01/1899 12:00:00 AM   42.533330   -85.883330   (42.533330, -85.883330)   \n",
       "29  01/01/1969 12:00:00 AM   26.966670  -105.316670  (26.966670, -105.316670)   \n",
       "30  01/01/2008 12:00:00 AM   20.745750    32.412750    (20.745750, 32.412750)   \n",
       "31  01/01/1977 12:00:00 AM   35.273330    44.215560    (35.273330, 44.215560)   \n",
       "32  01/01/1895 12:00:00 AM   27.666670    78.250000    (27.666670, 78.250000)   \n",
       "33  01/01/1880 12:00:00 AM   26.583330    85.566670    (26.583330, 85.566670)   \n",
       "\n",
       "    __match__  \n",
       "0       False  \n",
       "1       False  \n",
       "2       False  \n",
       "3       False  \n",
       "4       False  \n",
       "5       False  \n",
       "6       False  \n",
       "7       False  \n",
       "8       False  \n",
       "9       False  \n",
       "10      False  \n",
       "11      False  \n",
       "12      False  \n",
       "13      False  \n",
       "14      False  \n",
       "15      False  \n",
       "16      False  \n",
       "17      False  \n",
       "18      False  \n",
       "19      False  \n",
       "20      False  \n",
       "21      False  \n",
       "22      False  \n",
       "23      False  \n",
       "24      False  \n",
       "25      False  \n",
       "26      False  \n",
       "27      False  \n",
       "28      False  \n",
       "29      False  \n",
       "30      False  \n",
       "31      False  \n",
       "32      False  \n",
       "33      False  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.set_buffer(\"*\")\n",
    "df.ext.buffer_window(\"*\", 0, 34).rows.find( ~df.ext.get_buffer().cols.is_match(\"mass (g)\", \"int\") )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'columns': {'mass (g)': {'stats': {'mismatch': 5,\n",
       "    'missing': 4,\n",
       "    'match': 91,\n",
       "    'frequency': [{'value': '3200', 'count': 4},\n",
       "     {'value': '50000', 'count': 3},\n",
       "     {'value': '2000', 'count': 3},\n",
       "     {'value': '6000', 'count': 2},\n",
       "     {'value': '15000', 'count': 2},\n",
       "     {'value': '6400', 'count': 2},\n",
       "     {'value': '700', 'count': 2},\n",
       "     {'value': '1000', 'count': 2},\n",
       "     {'value': '3700', 'count': 2},\n",
       "     {'value': '2000000', 'count': 1},\n",
       "     {'value': '21', 'count': 1},\n",
       "     {'value': '21000', 'count': 1},\n",
       "     {'value': '1914', 'count': 1},\n",
       "     {'value': '16700', 'count': 1},\n",
       "     {'value': '19000', 'count': 1},\n",
       "     {'value': '228000', 'count': 1},\n",
       "     {'value': '18000', 'count': 1},\n",
       "     {'value': '23.2', 'count': 1},\n",
       "     {'value': '24000', 'count': 1},\n",
       "     {'value': '1800', 'count': 1},\n",
       "     {'value': '17900', 'count': 1},\n",
       "     {'value': '2500', 'count': 1},\n",
       "     {'value': '1770.5', 'count': 1},\n",
       "     {'value': '17', 'count': 1},\n",
       "     {'value': '16000', 'count': 1},\n",
       "     {'value': '1620', 'count': 1},\n",
       "     {'value': '1384.2', 'count': 1},\n",
       "     {'value': '10322', 'count': 1},\n",
       "     {'value': '107000', 'count': 1},\n",
       "     {'value': '11500', 'count': 1},\n",
       "     {'value': '1230', 'count': 1},\n",
       "     {'value': '1280', 'count': 1},\n",
       "     {'value': '1300', 'count': 1}],\n",
       "    'count_uniques': 83},\n",
       "   'dtype': 'object',\n",
       "   'profiler_dtype': 'int'}},\n",
       " 'name': None,\n",
       " 'file_name': 'Meteorite_Landings.csv',\n",
       " 'summary': {'cols_count': 10,\n",
       "  'rows_count': 100,\n",
       "  'size': '8.1 kB',\n",
       "  'dtypes_list': ['object'],\n",
       "  'total_count_dtypes': 1,\n",
       "  'missing_count': 4,\n",
       "  'p_missing': 4.0}}"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.profile(columns=\"mass (g)\", infer=True,  flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 500000 elements requested, only 5 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "# df = op.load.file(\"http://159.65.217.17:5003/uploads/datasetFile-1589317774772.csv\").ext.cache()\n",
    "df = op.load.file(\"http://159.65.217.17:5003/uploads/datasetFile-1589317774772.csv\").ext.cache()\n",
    "df1 = op.load.file(\"http://159.65.217.17:5003/uploads/datasetFile-1589317774772.csv\").ext.cache()\n",
    "# df.ext.profile(\"*\", output=\"json\")\n",
    "df1.ext.profile(\"*\", output=\"json\")\n",
    "# df = df.ext.optimize()\n",
    "df1 = df1.ext.optimize()\n",
    "# df.ext.set_buffer(\"*\")\n",
    "df1.ext.set_buffer(\"*\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
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     "output_type": "display_data"
    },
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"167\">\n",
       "                \n",
       "                167\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"39\">\n",
       "                \n",
       "                39\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"122\">\n",
       "                \n",
       "                122\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"67\">\n",
       "                \n",
       "                67\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"112\">\n",
       "                \n",
       "                112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"223\">\n",
       "                \n",
       "                223\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107\">\n",
       "                \n",
       "                107\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()\n",
    "df1.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'>' not supported between instances of 'NoneType' and 'NoneType'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-225-bd78af032f0d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"object\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mastype\u001b[1;34m(self, dtype)\u001b[0m\n\u001b[0;32m   2296\u001b[0m             \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mclear_known_categories\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2297\u001b[0m         return self.map_partitions(\n\u001b[1;32m-> 2298\u001b[1;33m             \u001b[0mM\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeta\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0menforce_metadata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2299\u001b[0m         )\n\u001b[0;32m   2300\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mmap_partitions\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    636\u001b[0m         \u001b[1;33m>>\u001b[0m\u001b[1;33m>\u001b[0m \u001b[0mddf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_partitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclear_divisions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# doctest: +SKIP\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    637\u001b[0m         \"\"\"\n\u001b[1;32m--> 638\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mmap_partitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    639\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    640\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0minsert_meta_param_description\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpad\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mmap_partitions\u001b[1;34m(func, meta, enforce_metadata, transform_divisions, *args, **kwargs)\u001b[0m\n\u001b[0;32m   5062\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5063\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5064\u001b[1;33m             \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mvalid_divisions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdivisions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5065\u001b[0m                 \u001b[0mdivisions\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m*\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdfs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnpartitions\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5066\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\utils.py\u001b[0m in \u001b[0;36mvalid_divisions\u001b[1;34m(divisions)\u001b[0m\n\u001b[0;32m    952\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    953\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 954\u001b[1;33m     \u001b[1;32mif\u001b[0m \u001b[0mdivisions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0mdivisions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    955\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    956\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '>' not supported between instances of 'NoneType' and 'NoneType'"
     ]
    }
   ],
   "source": [
    "df.index.astype(\"object\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980/07/07</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>167</td>\n",
       "      <td>piza</td>\n",
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       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>39</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>9</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>122</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>160</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>67</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>112</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>223</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>107</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>224</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994/01/04</td>\n",
       "      <td>run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>41</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997/06/27</td>\n",
       "      <td>around</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956/11/30</td>\n",
       "      <td>and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>118</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958/03/26</td>\n",
       "      <td>desert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>144</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000/03/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>44</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899/01/01</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921/05/03</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id             firstName              lastName  billingId     product  \\\n",
       "0    1                  Luis           Alvarez$$%!        123        Cake   \n",
       "1    2                 André                Ampère        167        piza   \n",
       "2    3                 NiELS            Böhr//((%%         39       pizza   \n",
       "3    4                  PAUL                dirac$          9       pizza   \n",
       "4    5                Albert              Einstein        122       pizza   \n",
       "5    6               Galileo               GALiLEI        160       arepa   \n",
       "6    7                  CaRL              Ga%%%uss         67        taco   \n",
       "7    8                 David            H$$$ilbert        112    taaaccoo   \n",
       "8    9              Johannes                KEPLER        223        taco   \n",
       "9   10                 JaMES           M$$ax%%well        107        taco   \n",
       "10  11                 Isaac                Newton        224       pasta   \n",
       "11  12                Emmy%%              Nöether$        234       pasta   \n",
       "12  13                Max!!!             Planck!!!        111  hamburguer   \n",
       "13  14                  Fred              Hoy&&&le         41      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz        116       pizza   \n",
       "15  16               William            Gilbert###        118        BEER   \n",
       "16  17                 Marie                 CURIE        144        Rice   \n",
       "17  18                Arthur            COM%%%pton         44      110790   \n",
       "18  19                 JAMES              Chadwick        211         NaN   \n",
       "\n",
       "    price       birth dummyCol  \n",
       "0      10  1980/07/07    never  \n",
       "1       8  1950/07/08    gonna  \n",
       "2       8  1990/07/09     give  \n",
       "3       8  1954/07/10      you  \n",
       "4       8  1990/07/11       up  \n",
       "5       5  1930/08/12    never  \n",
       "6       3  1970/07/13    gonna  \n",
       "7       3  1950/07/14      let  \n",
       "8       3  1920/04/22      you  \n",
       "9       3  1923/03/12     down  \n",
       "10      9  1999/02/15   never   \n",
       "11      9  1993/12/08    gonna  \n",
       "12      4  1994/01/04     run   \n",
       "13      8  1997/06/27   around  \n",
       "14      8  1956/11/30      and  \n",
       "15      2  1958/03/26   desert  \n",
       "16      1  2000/03/22      you  \n",
       "17      5  1899/01/01        #  \n",
       "18     10  1921/05/03        #  "
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id              uint8\n",
       "firstName    category\n",
       "lastName     category\n",
       "billingId       uint8\n",
       "product      category\n",
       "price           uint8\n",
       "birth        category\n",
       "dummyCol     category\n",
       "dtype: object"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>firstName_x</th>\n",
       "      <th>lastName_x</th>\n",
       "      <th>billingId_x</th>\n",
       "      <th>product</th>\n",
       "      <th>price_x</th>\n",
       "      <th>birth_x</th>\n",
       "      <th>dummyCol_x</th>\n",
       "      <th>firstName_y</th>\n",
       "      <th>lastName_y</th>\n",
       "      <th>billingId_y</th>\n",
       "      <th>price_y</th>\n",
       "      <th>birth_y</th>\n",
       "      <th>dummyCol_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [firstName_x, lastName_x, billingId_x, product, price_x, birth_x, dummyCol_x, firstName_y, lastName_y, billingId_y, price_y, birth_y, dummyCol_y]\n",
       "Index: []"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.cols.join(df1,left_on= \"id\",right_on=\"product\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1'"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a[\"id\"][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>167</td>\n",
       "      <td>piza</td>\n",
       "      <td>8</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>39</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>9</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>122</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>160</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>67</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>112</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>223</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>107</td>\n",
       "      <td>taco</td>\n",
       "      <td>3</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>224</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Max!!!</td>\n",
       "      <td>Planck!!!</td>\n",
       "      <td>111</td>\n",
       "      <td>hamburguer</td>\n",
       "      <td>4</td>\n",
       "      <td>1994/01/04</td>\n",
       "      <td>run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Fred</td>\n",
       "      <td>Hoy&amp;&amp;&amp;le</td>\n",
       "      <td>41</td>\n",
       "      <td>pizzza</td>\n",
       "      <td>8</td>\n",
       "      <td>1997/06/27</td>\n",
       "      <td>around</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>(((   Heinrich )))))</td>\n",
       "      <td>Hertz</td>\n",
       "      <td>116</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8</td>\n",
       "      <td>1956/11/30</td>\n",
       "      <td>and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>William</td>\n",
       "      <td>Gilbert###</td>\n",
       "      <td>118</td>\n",
       "      <td>BEER</td>\n",
       "      <td>2</td>\n",
       "      <td>1958/03/26</td>\n",
       "      <td>desert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Marie</td>\n",
       "      <td>CURIE</td>\n",
       "      <td>144</td>\n",
       "      <td>Rice</td>\n",
       "      <td>1</td>\n",
       "      <td>2000/03/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>COM%%%pton</td>\n",
       "      <td>44</td>\n",
       "      <td>110790</td>\n",
       "      <td>5</td>\n",
       "      <td>1899/01/01</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>JAMES</td>\n",
       "      <td>Chadwick</td>\n",
       "      <td>211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>1921/05/03</td>\n",
       "      <td>#</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id             firstName              lastName  billingId     product  \\\n",
       "0    1                  Luis           Alvarez$$%!        123        Cake   \n",
       "1    2                 André                Ampère        167        piza   \n",
       "2    3                 NiELS            Böhr//((%%         39       pizza   \n",
       "3    4                  PAUL                dirac$          9       pizza   \n",
       "4    5                Albert              Einstein        122       pizza   \n",
       "5    6               Galileo               GALiLEI        160       arepa   \n",
       "6    7                  CaRL              Ga%%%uss         67        taco   \n",
       "7    8                 David            H$$$ilbert        112    taaaccoo   \n",
       "8    9              Johannes                KEPLER        223        taco   \n",
       "9   10                 JaMES           M$$ax%%well        107        taco   \n",
       "10  11                 Isaac                Newton        224       pasta   \n",
       "11  12                Emmy%%              Nöether$        234       pasta   \n",
       "12  13                Max!!!             Planck!!!        111  hamburguer   \n",
       "13  14                  Fred              Hoy&&&le         41      pizzza   \n",
       "14  15  (((   Heinrich )))))                 Hertz        116       pizza   \n",
       "15  16               William            Gilbert###        118        BEER   \n",
       "16  17                 Marie                 CURIE        144        Rice   \n",
       "17  18                Arthur            COM%%%pton         44      110790   \n",
       "18  19                 JAMES              Chadwick        211         NaN   \n",
       "\n",
       "    price       birth dummyCol  \n",
       "0      10  1980/07/07    never  \n",
       "1       8  1950/07/08    gonna  \n",
       "2       8  1990/07/09     give  \n",
       "3       8  1954/07/10      you  \n",
       "4       8  1990/07/11       up  \n",
       "5       5  1930/08/12    never  \n",
       "6       3  1970/07/13    gonna  \n",
       "7       3  1950/07/14      let  \n",
       "8       3  1920/04/22      you  \n",
       "9       3  1923/03/12     down  \n",
       "10      9  1999/02/15   never   \n",
       "11      9  1993/12/08    gonna  \n",
       "12      4  1994/01/04     run   \n",
       "13      8  1997/06/27   around  \n",
       "14      8  1956/11/30      and  \n",
       "15      2  1958/03/26   desert  \n",
       "16      1  2000/03/22      you  \n",
       "17      5  1899/01/01        #  \n",
       "18     10  1921/05/03        #  "
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.cols.cast(\"id\",\"object\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.cols.set(\"nombre\",df1[\"nombre\"]==\"luis\",1,\"new name\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 30 elements requested, only 5 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'columns': {'cedula': {'stats': {'mismatch': 5,\n",
       "    'missing': 0,\n",
       "    'match': 0,\n",
       "    'frequency': [{'value': '24949394', 'count': 1},\n",
       "     {'value': '23760628', 'count': 1},\n",
       "     {'value': '21857839', 'count': 1},\n",
       "     {'value': '19748383', 'count': 1},\n",
       "     {'value': '17484892', 'count': 1}],\n",
       "    'count_uniques': 5,\n",
       "    'profiler_dtype': 'object',\n",
       "    'hist': [{'count': 1, 'lower': 1.0, 'upper': 0.0},\n",
       "     {'count': 0, 'lower': 0.0, 'upper': 1.0},\n",
       "     {'count': 1, 'lower': 1.0, 'upper': 0.0},\n",
       "     {'count': 0, 'lower': 0.0, 'upper': 0.0},\n",
       "     {'count': 0, 'lower': 0.0, 'upper': 1.0},\n",
       "     {'count': 1, 'lower': 1.0, 'upper': 0.0},\n",
       "     {'count': 0, 'lower': 0.0, 'upper': 1.0},\n",
       "     {'count': 1, 'lower': 1.0, 'upper': 1.0}]},\n",
       "   'dtype': 'uint32'},\n",
       "  'nombre': {'stats': {'mismatch': 5,\n",
       "    'missing': 0,\n",
       "    'match': 0,\n",
       "    'frequency': [{'value': 'pedro', 'count': 1},\n",
       "     {'value': 'luis', 'count': 1},\n",
       "     {'value': 'juan', 'count': 1},\n",
       "     {'value': 'jose', 'count': 1},\n",
       "     {'value': 'eddy', 'count': 1}],\n",
       "    'count_uniques': 5,\n",
       "    'profiler_dtype': 'object'},\n",
       "   'dtype': 'category'},\n",
       "  'apellido': {'stats': {'mismatch': 5,\n",
       "    'missing': 0,\n",
       "    'match': 0,\n",
       "    'frequency': [{'value': 'aguirre', 'count': 3},\n",
       "     {'value': 'martinez', 'count': 1},\n",
       "     {'value': 'gonzalez', 'count': 1}],\n",
       "    'count_uniques': 3,\n",
       "    'profiler_dtype': 'object'},\n",
       "   'dtype': 'category'}},\n",
       " 'name': None,\n",
       " 'file_name': 'tmp60lylob3.csv',\n",
       " 'summary': {'cols_count': 3,\n",
       "  'rows_count': 5,\n",
       "  'size': '462 Bytes',\n",
       "  'dtypes_list': ['uint32', 'category'],\n",
       "  'total_count_dtypes': 2,\n",
       "  'missing_count': 0,\n",
       "  'p_missing': 0.0}}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.ext.profile(\"*\",infer=True, flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sample': {'columns': [{'title': 'cedula'},\n",
       "   {'title': 'nombre'},\n",
       "   {'title': 'apellido'}],\n",
       "  'value': [[23760628, 'luis', 'aguirre'],\n",
       "   [21857839, 'jose', 'aguirre'],\n",
       "   [19748383, 'eddy', 'aguirre'],\n",
       "   [24949394, 'juan', 'gonzalez'],\n",
       "   [17484892, 'pedro', 'martinez']]}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.ext.buffer_window(\"*\", 0, 10).ext.to_json(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cedula        uint32\n",
       "nombre      category\n",
       "apellido    category\n",
       "dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "asdfasf nombre\n",
      "AAA ['nombre'] ['new nombre']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'sample': {'columns': [{'title': 'cedula'},\n",
       "   {'title': 'nombre'},\n",
       "   {'title': 'apellido'},\n",
       "   {'title': 'new nombre'}],\n",
       "  'value': [[23760628, 'luis', 'aguirre', 'LUIS'],\n",
       "   [21857839, 'jose', 'aguirre', 'JOSE'],\n",
       "   [19748383, 'eddy', 'aguirre', 'EDDY'],\n",
       "   [24949394, 'juan', 'gonzalez', 'JUAN'],\n",
       "   [17484892, 'pedro', 'martinez', 'PEDRO']]}}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.ext.buffer_window(\"*\", 0, 10).cols.upper(\"nombre\", output_cols=\"new nombre\").ext.to_json(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 10 elements requested, only 5 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (uint32)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nombre</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"luis\">\n",
       "                \n",
       "                luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aguirre\">\n",
       "                \n",
       "                aguirre\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"jose\">\n",
       "                \n",
       "                jose\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aguirre\">\n",
       "                \n",
       "                aguirre\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"eddy\">\n",
       "                \n",
       "                eddy\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aguirre\">\n",
       "                \n",
       "                aguirre\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24949394\">\n",
       "                \n",
       "                24949394\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"juan\">\n",
       "                \n",
       "                juan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonzalez\">\n",
       "                \n",
       "                gonzalez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pedro\">\n",
       "                \n",
       "                pedro\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf = df1.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cedula        uint32\n",
       "nombre      category\n",
       "apellido    category\n",
       "dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'CategoricalAccessor' object has no attribute 'get_categories'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-66-52365ed299c8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"nombre\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_categories\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'CategoricalAccessor' object has no attribute 'get_categories'"
     ]
    }
   ],
   "source": [
    "pdf[\"nombre\"].cat.get_categories()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cedula</th>\n",
       "      <th>nombre</th>\n",
       "      <th>apellido</th>\n",
       "      <th>new name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>23760628</td>\n",
       "      <td>luis</td>\n",
       "      <td>aguirre</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21857839</td>\n",
       "      <td>jose</td>\n",
       "      <td>aguirre</td>\n",
       "      <td>jose</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19748383</td>\n",
       "      <td>eddy</td>\n",
       "      <td>aguirre</td>\n",
       "      <td>eddy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24949394</td>\n",
       "      <td>juan</td>\n",
       "      <td>gonzalez</td>\n",
       "      <td>juan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17484892</td>\n",
       "      <td>pedro</td>\n",
       "      <td>martinez</td>\n",
       "      <td>pedro</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     cedula nombre  apellido new name\n",
       "0  23760628   luis   aguirre        1\n",
       "1  21857839   jose   aguirre     jose\n",
       "2  19748383   eddy   aguirre     eddy\n",
       "3  24949394   juan  gonzalez     juan\n",
       "4  17484892  pedro  martinez    pedro"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf = df1.compute()\n",
    "# print(pdf)\n",
    "pdf.cols.set(\"nombre\",pdf[\"nombre\"]==\"luis\",1,\"new name\")\n",
    "# pdf[\"nombre\"].where(~(pdf[\"nombre\"]==\"luis\"),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "new categories must not include old categories: {1}",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-65-1dc47e3f675c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"nombre\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdf1\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"nombre\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;34m\"luis\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"new name\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mset\u001b[1;34m(self, input_cols, where, value, output_cols)\u001b[0m\n\u001b[0;32m    663\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"category\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    664\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 665\u001b[1;33m                     \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_categories\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mval_to_list\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    666\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    667\u001b[0m                 \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0moutput_col\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_col\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m~\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwhere\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\accessor.py\u001b[0m in \u001b[0;36m_function_map\u001b[1;34m(self, attr, *args, **kwargs)\u001b[0m\n\u001b[0;32m     61\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     62\u001b[0m             meta = self._delegate_method(\n\u001b[1;32m---> 63\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_series\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_meta_nonempty\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_accessor_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     64\u001b[0m             )\n\u001b[0;32m     65\u001b[0m         \u001b[0mtoken\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"%s-%s\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_accessor_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\accessor.py\u001b[0m in \u001b[0;36m_delegate_method\u001b[1;34m(obj, accessor, attr, args, kwargs)\u001b[0m\n\u001b[0;32m     46\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     47\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_delegate_method\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccessor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 48\u001b[1;33m         \u001b[0mout\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccessor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     49\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mmaybe_wrap_pandas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     50\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\accessor.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m     97\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0m_create_delegator_method\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     98\u001b[0m             \u001b[1;32mdef\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 99\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_delegate_method\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    100\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    101\u001b[0m             \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\arrays\\categorical.py\u001b[0m in \u001b[0;36m_delegate_method\u001b[1;34m(self, name, *args, **kwargs)\u001b[0m\n\u001b[0;32m   2558\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2559\u001b[0m         \u001b[0mmethod\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_parent\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2560\u001b[1;33m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2561\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2562\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mres\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_index\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\arrays\\categorical.py\u001b[0m in \u001b[0;36madd_categories\u001b[1;34m(self, new_categories, inplace)\u001b[0m\n\u001b[0;32m   1026\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malready_included\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1027\u001b[0m             raise ValueError(\n\u001b[1;32m-> 1028\u001b[1;33m                 \u001b[1;34mf\"new categories must not include old categories: {already_included}\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1029\u001b[0m             )\n\u001b[0;32m   1030\u001b[0m         \u001b[0mnew_categories\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcategories\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_categories\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: new categories must not include old categories: {1}"
     ]
    }
   ],
   "source": [
    "df1.cols.set(\"nombre\",df1[\"nombre\"]==\"luis\",1,\"new name\").compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\AppData\\Roaming\\Python\\Python37\\site-packages\\dask\\dataframe\\core.py:5979: UserWarning: Insufficient elements for `head`. 10 elements requested, only 5 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">cedula</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">nombre</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">apellido</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23760628\">\n",
       "                \n",
       "                23760628\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"luis\">\n",
       "                \n",
       "                luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aguirre\">\n",
       "                \n",
       "                aguirre\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21857839\">\n",
       "                \n",
       "                21857839\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"jose\">\n",
       "                \n",
       "                jose\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aguirre\">\n",
       "                \n",
       "                aguirre\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19748383\">\n",
       "                \n",
       "                19748383\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"eddy\">\n",
       "                \n",
       "                eddy\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aguirre\">\n",
       "                \n",
       "                aguirre\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24949394\">\n",
       "                \n",
       "                24949394\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"juan\">\n",
       "                \n",
       "                juan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonzalez\">\n",
       "                \n",
       "                gonzalez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17484892\">\n",
       "                \n",
       "                17484892\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pedro\">\n",
       "                \n",
       "                pedro\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"martinez\">\n",
       "                \n",
       "                martinez\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  execute_task\n",
      "args:      ((<function check_meta at 0x00000132CB9D5048>, (<function apply at 0x00000132CAE301F8>, <function pandas_read_text at 0x00000132CBA45B88>, [<function _make_parser_function.<locals>.parser_f at 0x00000132CAC063A8>, (<function read_block_from_file at 0x00000132CBAD94C8>, <OpenFile 'C:/Users/argenisleon/Documents/Optimus/examples/data/taa.csv'>, 0, 64000000, b'\\n'), b'Company,City,State,District,County,Metro.Area,Product,Petitioner,Layoff.Date,Est..No..Workers,Cause,Country\\r\\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'latin1'], ['quoting', 0], ['error_bad_lines', False], ['keep_default_na', True], ['na_values', None], ['engine', 'c']]), (<class 'dict'>, [['Company', dtype('O')], ['City', dtype('O')], ['State', dtype('O')], ['District', dtype('int64')], ['County', dtype('O')], ['Metro.Area', dtype('O')], ['Product', dtype('O')], ['Petitioner', dtype('O')], ['Layoff.Date', dtype('O')], ['Est..No..Workers', dtype('float64')], ['Cause', dtype('O')], ['Country', dtype('O'\n",
      "kwargs:    {}\n",
      "Exception: ValueError(\"Mismatched dtypes found in `pd.read_csv`/`pd.read_table`.\\n\\n+----------+---------+----------+\\n| Column   | Found   | Expected |\\n+----------+---------+----------+\\n| District | float64 | int64    |\\n+----------+---------+----------+\\n\\nUsually this is due to dask's dtype inference failing, and\\n*may* be fixed by specifying dtypes manually by adding:\\n\\ndtype={'District': 'float64'}\\n\\nto the call to `read_csv`/`read_table`.\\n\\nAlternatively, provide `assume_missing=True` to interpret\\nall unspecified integer columns as floats.\")\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df = op.load.csv(\"data/taa.csv\", sep=\",\", error_bad_lines=False, header=True, null_value=\"null\", infer_schema='true', encoding=\"latin1\").ext.cache()\n",
    "# Meteorite_Landings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = op.load.file(\"data/crime.csv\").ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "df =df.ext.optimize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'foo.csv',\n",
       " 'mime_info': [{'mime': 'text/plain',\n",
       "   'encoding': 'utf-8',\n",
       "   'file_ext': 'csv',\n",
       "   'file_type': 'csv',\n",
       "   'properties': {'delimiter': ',',\n",
       "    'doublequote': False,\n",
       "    'escapechar': None,\n",
       "    'lineterminator': '\\r\\n',\n",
       "    'quotechar': '\"',\n",
       "    'quoting': 0,\n",
       "    'skipinitialspace': False}}]}"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) </div>\n",
       "\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (uint8)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (category)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"167\">\n",
       "                \n",
       "                167\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"39\">\n",
       "                \n",
       "                39\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"122\">\n",
       "                \n",
       "                122\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"160\">\n",
       "                \n",
       "                160\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"67\">\n",
       "                \n",
       "                67\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"112\">\n",
       "                \n",
       "                112\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"223\">\n",
       "                \n",
       "                223\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"107\">\n",
       "                \n",
       "                107\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;dask.dataframe.core.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [],
   "source": [
    "CHAR_DICT = 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789 .!?:,\\'%-\\(\\)/$|&;[]\"'\n",
    "def build_char_dictionary(char_dict=None, unknown_label='UNK'):\n",
    "    \"\"\"\n",
    "        Define possbile char set. Using \"UNK\" if character does not exist in this set\n",
    "    \"\"\" \n",
    "\n",
    "    if char_dict is None:\n",
    "        char_dict = CHAR_DICT\n",
    "\n",
    "    unknown_label = unknown_label\n",
    "\n",
    "    chars = []\n",
    "\n",
    "    for c in char_dict:\n",
    "        chars.append(c)\n",
    "\n",
    "    chars = list(set(chars))\n",
    "\n",
    "    chars.insert(0, unknown_label)\n",
    "\n",
    "    num_of_char = len(chars)\n",
    "    char_indices = dict((c, i) for i, c in enumerate(chars))\n",
    "    indices_char = dict((i, c) for i, c in enumerate(chars))\n",
    "\n",
    "    print('Totoal number of chars:', num_of_char)\n",
    "\n",
    "    print('First 3 char_indices sample:', {k: char_indices[k] for k in list(char_indices)[:3]})\n",
    "    print('First 3 indices_char sample:', {k: indices_char[k] for k in list(indices_char)[:3]})\n",
    "\n",
    "\n",
    "    return char_indices, indices_char, num_of_char\n",
    "\n",
    "def preporcess(labels, char_dict=None, unknown_label='UNK'):\n",
    "\n",
    "    print('-----> Stage: preprocess')\n",
    "\n",
    "    build_char_dictionary(char_dict, unknown_label)\n",
    "    convert_labels(labels)\n",
    "    \n",
    "def convert_labels( labels):\n",
    "    \"\"\"\n",
    "        Convert label to numeric\n",
    "    \"\"\"\n",
    "    label2indexes = dict((l, i) for i, l in enumerate(labels))\n",
    "    index2labels = dict((i, l) for i, l in enumerate(labels))\n",
    "\n",
    "    \n",
    "    print('Label to Index: ', label2indexes)\n",
    "    print('Index to Label: ', index2labels)\n",
    "\n",
    "    num_of_label = len(label2indexes)\n",
    "\n",
    "    return label2indexes, index2labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----> Stage: preprocess\n",
      "Totoal number of chars: 83\n",
      "First 3 char_indices sample: {'UNK': 0, '1': 1, ']': 2}\n",
      "First 3 indices_char sample: {0: 'UNK', 1: '1', 2: ']'}\n",
      "Label to Index:  {'Luis': 0, 'André': 1, 'NiELS': 2, 'PAUL': 3, 'Albert': 4, 'Galileo': 5, 'CaRL': 6, 'David': 7, 'Johannes': 8, 'JaMES': 9, 'Isaac': 10, 'Emmy%%': 11, 'Max!!!': 12, 'Fred': 13, '(((   Heinrich )))))': 14, 'William': 15, 'Marie': 16, 'Arthur': 17, 'JAMES': 18}\n",
      "Index to Label:  {0: 'Luis', 1: 'André', 2: 'NiELS', 3: 'PAUL', 4: 'Albert', 5: 'Galileo', 6: 'CaRL', 7: 'David', 8: 'Johannes', 9: 'JaMES', 10: 'Isaac', 11: 'Emmy%%', 12: 'Max!!!', 13: 'Fred', 14: '(((   Heinrich )))))', 15: 'William', 16: 'Marie', 17: 'Arthur', 18: 'JAMES'}\n"
     ]
    }
   ],
   "source": [
    "preporcess(labels=df['firstName'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>00619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.35779134</td>\n",
       "      <td>-71.13937053</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>01402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.30682138</td>\n",
       "      <td>-71.06030035</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>03410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.34658879</td>\n",
       "      <td>-71.07242943</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.33418175</td>\n",
       "      <td>-71.07866441</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>03114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.27536542</td>\n",
       "      <td>-71.09036101</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 17:25:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.33695098</td>\n",
       "      <td>-71.08574813</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>00111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.25592648</td>\n",
       "      <td>-71.12317207</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-31 19:35:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.30233307</td>\n",
       "      <td>-71.11156487</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>142052550</td>\n",
       "      <td>03125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-06-22 00:12:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.33383935</td>\n",
       "      <td>-71.08029038</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>319073 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       INCIDENT_NUMBER OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
       "0           I182070945        00619               Larceny   \n",
       "1           I182070943        01402             Vandalism   \n",
       "2           I182070941        03410                 Towed   \n",
       "3           I182070940        03114  Investigate Property   \n",
       "4           I182070938        03114  Investigate Property   \n",
       "...                ...          ...                   ...   \n",
       "319068   I050310906-00        03125       Warrant Arrests   \n",
       "319069   I030217815-08        00111              Homicide   \n",
       "319070   I030217815-08        03125       Warrant Arrests   \n",
       "319071   I010370257-00        03125       Warrant Arrests   \n",
       "319072       142052550        03125       Warrant Arrests   \n",
       "\n",
       "                        OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
       "0                        LARCENY ALL OTHERS      D14            808      NaN   \n",
       "1                                 VANDALISM      C11            347      NaN   \n",
       "2                       TOWED MOTOR VEHICLE       D4            151      NaN   \n",
       "3                      INVESTIGATE PROPERTY       D4            272      NaN   \n",
       "4                      INVESTIGATE PROPERTY       B3            421      NaN   \n",
       "...                                     ...      ...            ...      ...   \n",
       "319068                       WARRANT ARREST       D4            285      NaN   \n",
       "319069  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18            520      NaN   \n",
       "319070                       WARRANT ARREST      E18            520      NaN   \n",
       "319071                       WARRANT ARREST      E13            569      NaN   \n",
       "319072                       WARRANT ARREST       D4            903      NaN   \n",
       "\n",
       "           OCCURRED_ON_DATE  YEAR MONTH DAY_OF_WEEK HOUR    UCR_PART  \\\n",
       "0       2018-09-02 13:00:00  2018     9      Sunday   13    Part One   \n",
       "1       2018-08-21 00:00:00  2018     8     Tuesday    0    Part Two   \n",
       "2       2018-09-03 19:27:00  2018     9      Monday   19  Part Three   \n",
       "3       2018-09-03 21:16:00  2018     9      Monday   21  Part Three   \n",
       "4       2018-09-03 21:05:00  2018     9      Monday   21  Part Three   \n",
       "...                     ...   ...   ...         ...  ...         ...   \n",
       "319068  2016-06-05 17:25:00  2016     6      Sunday   17  Part Three   \n",
       "319069  2015-07-09 13:38:00  2015     7    Thursday   13    Part One   \n",
       "319070  2015-07-09 13:38:00  2015     7    Thursday   13  Part Three   \n",
       "319071  2016-05-31 19:35:00  2016     5     Tuesday   19  Part Three   \n",
       "319072  2015-06-22 00:12:00  2015     6      Monday    0  Part Three   \n",
       "\n",
       "                   STREET          Lat          Long  \\\n",
       "0              LINCOLN ST  42.35779134  -71.13937053   \n",
       "1                HECLA ST  42.30682138  -71.06030035   \n",
       "2             CAZENOVE ST  42.34658879  -71.07242943   \n",
       "3              NEWCOMB ST  42.33418175  -71.07866441   \n",
       "4                DELHI ST  42.27536542  -71.09036101   \n",
       "...                   ...          ...           ...   \n",
       "319068        COVENTRY ST  42.33695098  -71.08574813   \n",
       "319069           RIVER ST  42.25592648  -71.12317207   \n",
       "319070           RIVER ST  42.25592648  -71.12317207   \n",
       "319071  NEW WASHINGTON ST  42.30233307  -71.11156487   \n",
       "319072      WASHINGTON ST  42.33383935  -71.08029038   \n",
       "\n",
       "                           Location  \n",
       "0       (42.35779134, -71.13937053)  \n",
       "1       (42.30682138, -71.06030035)  \n",
       "2       (42.34658879, -71.07242943)  \n",
       "3       (42.33418175, -71.07866441)  \n",
       "4       (42.27536542, -71.09036101)  \n",
       "...                             ...  \n",
       "319068  (42.33695098, -71.08574813)  \n",
       "319069  (42.25592648, -71.12317207)  \n",
       "319070  (42.25592648, -71.12317207)  \n",
       "319071  (42.30233307, -71.11156487)  \n",
       "319072  (42.33383935, -71.08029038)  \n",
       "\n",
       "[319073 rows x 17 columns]"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.text import Tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 2.33 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "col_name = \"INCIDENT_NUMBER\"\n",
    "tk = Tokenizer(num_words=None, char_level=True, oov_token='UNK')\n",
    "X_train = df[col_name]\n",
    "tk.fit_on_texts(X_train)\n",
    "X_train = tk.texts_to_sequences(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2857944\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "setting an array element with a sequence.",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;31mTypeError\u001b[0m: int() argument must be a string, a bytes-like object or a number, not 'list'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-257-bfe19e01855c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetsizeof\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0marr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0muint8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetsizeof\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: setting an array element with a sequence."
     ]
    }
   ],
   "source": [
    "print(sys.getsizeof(X_train))\n",
    "arr = np.array(X_train, dtype=np.uint8) \n",
    "print(sys.getsizeof(arr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "expected sequence object with len >= 0 or a single integer",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-243-0570636c5e4f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mord\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0muint8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;31m# pdf = df[col_name].map(func).astype(dtype=a).compute()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: expected sequence object with len >= 0 or a single integer"
     ]
    }
   ],
   "source": [
    "# %%time\n",
    "import numpy as np\n",
    "def func(value):\n",
    "    return [ord(c) for c in value]\n",
    "\n",
    "a = np.ndarray(np.uint8)\n",
    "type(a)\n",
    "# pdf = df[col_name].map(func).astype(dtype=a).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pdf = df[col_name].compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[73, 49, 56, 50, 48, 55, 48, 57, 52, 53]"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "192"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys\n",
    "sys.getsizeof(pdf[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "59"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.getsizeof(\"I182070945\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
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 },
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