fuzzy 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Questions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import string\n",
    "import os\n",
    "\n",
    "from fuzzywuzzy import fuzz\n",
    "from fuzzywuzzy import process\n",
    "\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns; sns.set(style='white')\n",
    "\n",
    "DATA_DIR = 'Data/'\n",
    "NCES_DIR = 'nces/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1846, 23)\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>un_loc</th>\n",
       "      <th>LociD</th>\n",
       "      <th>DudeAccountNumber</th>\n",
       "      <th>SalesForceAccountID</th>\n",
       "      <th>EducationID</th>\n",
       "      <th>ClientName</th>\n",
       "      <th>SchoolDudeReference</th>\n",
       "      <th>PhoneNumber</th>\n",
       "      <th>Address1</th>\n",
       "      <th>City</th>\n",
       "      <th>...</th>\n",
       "      <th>Market</th>\n",
       "      <th>Industry</th>\n",
       "      <th>StudentCount</th>\n",
       "      <th>LocDesc</th>\n",
       "      <th>LocSquareFootage</th>\n",
       "      <th>LocationZip</th>\n",
       "      <th>Zipnum</th>\n",
       "      <th>COUNTYNM</th>\n",
       "      <th>County</th>\n",
       "      <th>Regions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>397758056-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>397758056</td>\n",
       "      <td>001000000034cEeAAI</td>\n",
       "      <td>500026.0</td>\n",
       "      <td>Pine Bluff School District</td>\n",
       "      <td>0</td>\n",
       "      <td>(870) 543-4200</td>\n",
       "      <td>512 Pine Street</td>\n",
       "      <td>Pine Bluff</td>\n",
       "      <td>...</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>4944</td>\n",
       "      <td>Pine Bluff High School</td>\n",
       "      <td>279283.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71601</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Timberlands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>397758056-10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>397758056</td>\n",
       "      <td>001000000034cEeAAI</td>\n",
       "      <td>500026.0</td>\n",
       "      <td>Pine Bluff School District</td>\n",
       "      <td>0</td>\n",
       "      <td>(870) 543-4200</td>\n",
       "      <td>512 Pine Street</td>\n",
       "      <td>Pine Bluff</td>\n",
       "      <td>...</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>4944</td>\n",
       "      <td>Jack Robey Jr. High School</td>\n",
       "      <td>115073.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71601</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Timberlands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>397758056-7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>397758056</td>\n",
       "      <td>001000000034cEeAAI</td>\n",
       "      <td>500026.0</td>\n",
       "      <td>Pine Bluff School District</td>\n",
       "      <td>0</td>\n",
       "      <td>(870) 543-4200</td>\n",
       "      <td>512 Pine Street</td>\n",
       "      <td>Pine Bluff</td>\n",
       "      <td>...</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>4944</td>\n",
       "      <td>W. T. Cheney Elementary School</td>\n",
       "      <td>59942.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71601</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Timberlands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>465761140-14724.0</td>\n",
       "      <td>14724.0</td>\n",
       "      <td>465761140</td>\n",
       "      <td>00100000004DIavAAG</td>\n",
       "      <td>513680.0</td>\n",
       "      <td>Waldron Public Schools</td>\n",
       "      <td>0</td>\n",
       "      <td>(479) 637-3179</td>\n",
       "      <td>1560 W. Sixth St.</td>\n",
       "      <td>Waldron</td>\n",
       "      <td>...</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>1730</td>\n",
       "      <td>ZZ Do Not Use All Locations</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72958</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Ouachitas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>465761140-14720.0</td>\n",
       "      <td>14720.0</td>\n",
       "      <td>465761140</td>\n",
       "      <td>00100000004DIavAAG</td>\n",
       "      <td>513680.0</td>\n",
       "      <td>Waldron Public Schools</td>\n",
       "      <td>0</td>\n",
       "      <td>(479) 637-3179</td>\n",
       "      <td>1560 W. Sixth St.</td>\n",
       "      <td>Waldron</td>\n",
       "      <td>...</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>1730</td>\n",
       "      <td>Elementary School Campus</td>\n",
       "      <td>99312.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72958</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Ouachitas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>465761140-14719.0</td>\n",
       "      <td>14719.0</td>\n",
       "      <td>465761140</td>\n",
       "      <td>00100000004DIavAAG</td>\n",
       "      <td>513680.0</td>\n",
       "      <td>Waldron Public Schools</td>\n",
       "      <td>0</td>\n",
       "      <td>(479) 637-3179</td>\n",
       "      <td>1560 W. Sixth St.</td>\n",
       "      <td>Waldron</td>\n",
       "      <td>...</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>1730</td>\n",
       "      <td>Middle School Campus</td>\n",
       "      <td>96834.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72958</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Ouachitas</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 un_loc    LociD  DudeAccountNumber SalesForceAccountID  \\\n",
       "0         397758056-9.0      9.0          397758056  001000000034cEeAAI   \n",
       "1        397758056-10.0     10.0          397758056  001000000034cEeAAI   \n",
       "2         397758056-7.0      7.0          397758056  001000000034cEeAAI   \n",
       "1843  465761140-14724.0  14724.0          465761140  00100000004DIavAAG   \n",
       "1844  465761140-14720.0  14720.0          465761140  00100000004DIavAAG   \n",
       "1845  465761140-14719.0  14719.0          465761140  00100000004DIavAAG   \n",
       "\n",
       "      EducationID                  ClientName  SchoolDudeReference  \\\n",
       "0        500026.0  Pine Bluff School District                    0   \n",
       "1        500026.0  Pine Bluff School District                    0   \n",
       "2        500026.0  Pine Bluff School District                    0   \n",
       "1843     513680.0      Waldron Public Schools                    0   \n",
       "1844     513680.0      Waldron Public Schools                    0   \n",
       "1845     513680.0      Waldron Public Schools                    0   \n",
       "\n",
       "         PhoneNumber           Address1        City     ...          Market  \\\n",
       "0     (870) 543-4200    512 Pine Street  Pine Bluff     ...       Education   \n",
       "1     (870) 543-4200    512 Pine Street  Pine Bluff     ...       Education   \n",
       "2     (870) 543-4200    512 Pine Street  Pine Bluff     ...       Education   \n",
       "1843  (479) 637-3179  1560 W. Sixth St.     Waldron     ...       Education   \n",
       "1844  (479) 637-3179  1560 W. Sixth St.     Waldron     ...       Education   \n",
       "1845  (479) 637-3179  1560 W. Sixth St.     Waldron     ...       Education   \n",
       "\n",
       "       Industry StudentCount                         LocDesc LocSquareFootage  \\\n",
       "0     Education         4944          Pine Bluff High School         279283.0   \n",
       "1     Education         4944      Jack Robey Jr. High School         115073.0   \n",
       "2     Education         4944  W. T. Cheney Elementary School          59942.0   \n",
       "1843  Education         1730     ZZ Do Not Use All Locations              0.0   \n",
       "1844  Education         1730        Elementary School Campus          99312.0   \n",
       "1845  Education         1730            Middle School Campus          96834.0   \n",
       "\n",
       "      LocationZip Zipnum   COUNTYNM     County      Regions  \n",
       "0             NaN  71601  Jefferson  Jefferson  Timberlands  \n",
       "1             NaN  71601  Jefferson  Jefferson  Timberlands  \n",
       "2             NaN  71601  Jefferson  Jefferson  Timberlands  \n",
       "1843          NaN  72958      Scott      Scott    Ouachitas  \n",
       "1844          NaN  72958      Scott      Scott    Ouachitas  \n",
       "1845          NaN  72958      Scott      Scott    Ouachitas  \n",
       "\n",
       "[6 rows x 23 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(os.path.join(DATA_DIR, 'AR_un_locations.csv'))\n",
    "print(df.shape)\n",
    "pd.concat((df.head(3), df.tail(3)), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1846 entries, 0 to 1845\n",
      "Data columns (total 23 columns):\n",
      "un_loc                 1846 non-null object\n",
      "LociD                  1800 non-null float64\n",
      "DudeAccountNumber      1846 non-null int64\n",
      "SalesForceAccountID    1846 non-null object\n",
      "EducationID            1836 non-null float64\n",
      "ClientName             1846 non-null object\n",
      "SchoolDudeReference    1846 non-null int64\n",
      "PhoneNumber            1846 non-null object\n",
      "Address1               1846 non-null object\n",
      "City                   1846 non-null object\n",
      "State                  1846 non-null object\n",
      "ZipCode                1846 non-null object\n",
      "Country                1846 non-null object\n",
      "Market                 1846 non-null object\n",
      "Industry               1846 non-null object\n",
      "StudentCount           1846 non-null int64\n",
      "LocDesc                1799 non-null object\n",
      "LocSquareFootage       1780 non-null float64\n",
      "LocationZip            0 non-null float64\n",
      "Zipnum                 1846 non-null int64\n",
      "COUNTYNM               1846 non-null object\n",
      "County                 1821 non-null object\n",
      "Regions                1821 non-null object\n",
      "dtypes: float64(4), int64(4), object(15)\n",
      "memory usage: 331.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1846, 23)\n"
     ]
    }
   ],
   "source": [
    "#df.dropna(axis=0, how='any', subset=['EducationID'], inplace=True)\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['un_loc', 'LociD', 'DudeAccountNumber', 'SalesForceAccountID',\n",
       "       'EducationID', 'ClientName', 'SchoolDudeReference', 'PhoneNumber',\n",
       "       'Address1', 'City', 'State', 'ZipCode', 'Country', 'Market', 'Industry',\n",
       "       'StudentCount', 'LocDesc', 'LocSquareFootage', 'LocationZip', 'Zipnum',\n",
       "       'COUNTYNM', 'County', 'Regions'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            Pine Bluff High School\n",
       "1        Jack Robey Jr. High School\n",
       "2    W. T. Cheney Elementary School\n",
       "3                         Warehouse\n",
       "4       Southwood Elementary School\n",
       "Name: LocDesc, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.LocDesc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lprevost\\AppData\\Local\\Continuum\\Anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2728: DtypeWarning: Columns (14,15,21,22,39,41,42) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(102071, 66)\n"
     ]
    },
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SCHOOL_YEAR</th>\n",
       "      <th>FIPST</th>\n",
       "      <th>STATENAME</th>\n",
       "      <th>ST</th>\n",
       "      <th>SCH_NAME</th>\n",
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       "      <th>LEAID</th>\n",
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       "      <td>2016-2017</td>\n",
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       "      <td>ALABAMA</td>\n",
       "      <td>AL</td>\n",
       "      <td>Sequoyah Sch - Chalkville Campus</td>\n",
       "      <td>Alabama Youth Services</td>\n",
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       "      <td>AL-210</td>\n",
       "      <td>100002</td>\n",
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       "      <td>Yes</td>\n",
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       "      <td>No</td>\n",
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       "      <td>High</td>\n",
       "      <td>As reported</td>\n",
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       "      <th>1</th>\n",
       "      <td>2016-2017</td>\n",
       "      <td>1</td>\n",
       "      <td>ALABAMA</td>\n",
       "      <td>AL</td>\n",
       "      <td>Camps</td>\n",
       "      <td>Alabama Youth Services</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AL-210</td>\n",
       "      <td>100002</td>\n",
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       "      <td>Yes</td>\n",
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       "      <td>100002</td>\n",
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       "      <th>2</th>\n",
       "      <td>2016-2017</td>\n",
       "      <td>1</td>\n",
       "      <td>ALABAMA</td>\n",
       "      <td>AL</td>\n",
       "      <td>Det Ctr</td>\n",
       "      <td>Alabama Youth Services</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AL-210</td>\n",
       "      <td>100002</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>High</td>\n",
       "      <td>As reported</td>\n",
       "      <td>100002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102068</th>\n",
       "      <td>2016-2017</td>\n",
       "      <td>78</td>\n",
       "      <td>U.S. VIRGIN ISLANDS</td>\n",
       "      <td>VI</td>\n",
       "      <td>YVONNE BOWSKY ELEMENTARY SCHOOL</td>\n",
       "      <td>Saint Thomas - Saint John School District</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VI-001</td>\n",
       "      <td>7800030</td>\n",
       "      <td>...</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>M</td>\n",
       "      <td>M</td>\n",
       "      <td>Not reported</td>\n",
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       "      <td>7800030</td>\n",
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       "    <tr>\n",
       "      <th>102069</th>\n",
       "      <td>2016-2017</td>\n",
       "      <td>78</td>\n",
       "      <td>U.S. VIRGIN ISLANDS</td>\n",
       "      <td>VI</td>\n",
       "      <td>CANCRYN JUNIOR HIGH SCHOOL</td>\n",
       "      <td>Saint Thomas - Saint John School District</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VI-001</td>\n",
       "      <td>7800030</td>\n",
       "      <td>...</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>M</td>\n",
       "      <td>M</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>As reported</td>\n",
       "      <td>7800030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102070</th>\n",
       "      <td>2016-2017</td>\n",
       "      <td>78</td>\n",
       "      <td>U.S. VIRGIN ISLANDS</td>\n",
       "      <td>VI</td>\n",
       "      <td>BERTHA BOSCHULTE JUNIOR HIGH</td>\n",
       "      <td>Saint Thomas - Saint John School District</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VI-001</td>\n",
       "      <td>7800030</td>\n",
       "      <td>...</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>M</td>\n",
       "      <td>M</td>\n",
       "      <td>Not reported</td>\n",
       "      <td>As reported</td>\n",
       "      <td>7800030</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       SCHOOL_YEAR  FIPST            STATENAME  ST  \\\n",
       "0        2016-2017      1              ALABAMA  AL   \n",
       "1        2016-2017      1              ALABAMA  AL   \n",
       "2        2016-2017      1              ALABAMA  AL   \n",
       "102068   2016-2017     78  U.S. VIRGIN ISLANDS  VI   \n",
       "102069   2016-2017     78  U.S. VIRGIN ISLANDS  VI   \n",
       "102070   2016-2017     78  U.S. VIRGIN ISLANDS  VI   \n",
       "\n",
       "                                SCH_NAME  \\\n",
       "0       Sequoyah Sch - Chalkville Campus   \n",
       "1                                  Camps   \n",
       "2                                Det Ctr   \n",
       "102068   YVONNE BOWSKY ELEMENTARY SCHOOL   \n",
       "102069        CANCRYN JUNIOR HIGH SCHOOL   \n",
       "102070      BERTHA BOSCHULTE JUNIOR HIGH   \n",
       "\n",
       "                                         LEA_NAME  STATE_AGENCY_NO  UNION  \\\n",
       "0                          Alabama Youth Services                1    NaN   \n",
       "1                          Alabama Youth Services                1    NaN   \n",
       "2                          Alabama Youth Services                1    NaN   \n",
       "102068  Saint Thomas - Saint John School District                1    NaN   \n",
       "102069  Saint Thomas - Saint John School District                1    NaN   \n",
       "102070  Saint Thomas - Saint John School District                1    NaN   \n",
       "\n",
       "       ST_LEAID    LEAID   ...     G_11_OFFERED  G_12_OFFERED  G_13_OFFERED  \\\n",
       "0        AL-210   100002   ...              Yes           Yes            No   \n",
       "1        AL-210   100002   ...              Yes           Yes            No   \n",
       "2        AL-210   100002   ...              Yes           Yes            No   \n",
       "102068   VI-001  7800030   ...     Not reported  Not reported  Not reported   \n",
       "102069   VI-001  7800030   ...     Not reported  Not reported  Not reported   \n",
       "102070   VI-001  7800030   ...     Not reported  Not reported  Not reported   \n",
       "\n",
       "        G_UG_OFFERED  G_AE_OFFERED GSLO GSHI         LEVEL    IGOFFERED  \\\n",
       "0                 No            No    7   12          High  As reported   \n",
       "1                 No            No    7   12          High  As reported   \n",
       "2                 No            No    7   12          High  As reported   \n",
       "102068  Not reported  Not reported    M    M  Not reported  As reported   \n",
       "102069  Not reported  Not reported    M    M  Not reported  As reported   \n",
       "102070  Not reported  Not reported    M    M  Not reported  As reported   \n",
       "\n",
       "         LEAIDs  \n",
       "0        100002  \n",
       "1        100002  \n",
       "2        100002  \n",
       "102068  7800030  \n",
       "102069  7800030  \n",
       "102070  7800030  \n",
       "\n",
       "[6 rows x 66 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db = pd.read_csv(os.path.join(DATA_DIR,'ccd_sch_029_1617_w_0e_050317.csv' ), encoding='iso-8859-1')\n",
    "db.NCESSCH = db.NCESSCH.astype(str)\n",
    "db['LEAIDs'] = db.LEAID.astype(str)\n",
    "print(db.shape)\n",
    "pd.concat((db.head(3), db.tail(3)), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 102071 entries, 0 to 102070\n",
      "Data columns (total 66 columns):\n",
      "SCHOOL_YEAR            102071 non-null object\n",
      "FIPST                  102071 non-null int64\n",
      "STATENAME              102071 non-null object\n",
      "ST                     102071 non-null object\n",
      "SCH_NAME               102071 non-null object\n",
      "LEA_NAME               102071 non-null object\n",
      "STATE_AGENCY_NO        102071 non-null int64\n",
      "UNION                  2531 non-null float64\n",
      "ST_LEAID               102071 non-null object\n",
      "LEAID                  102071 non-null int64\n",
      "ST_SCHID               102071 non-null object\n",
      "NCESSCH                102071 non-null object\n",
      "SCHID                  102071 non-null int64\n",
      "MSTREET1               102071 non-null object\n",
      "MSTREET2               1823 non-null object\n",
      "MSTREET3               26 non-null object\n",
      "MCITY                  102071 non-null object\n",
      "MSTATE                 102071 non-null object\n",
      "MZIP                   102071 non-null int64\n",
      "MZIP4                  60382 non-null float64\n",
      "LSTREET1               102071 non-null object\n",
      "LSTREET2               582 non-null object\n",
      "LSTREET3               11 non-null object\n",
      "LCITY                  102071 non-null object\n",
      "LSTATE                 102071 non-null object\n",
      "LZIP                   102071 non-null int64\n",
      "LZIP4                  59108 non-null float64\n",
      "PHONE                  102071 non-null object\n",
      "WEBSITE                51931 non-null object\n",
      "SY_STATUS              102071 non-null int64\n",
      "SY_STATUS_TEXT         102071 non-null object\n",
      "UPDATED_STATUS         102071 non-null int64\n",
      "UPDATED_STATUS_TEXT    102071 non-null object\n",
      "EFFECTIVE_DATE         102061 non-null object\n",
      "SCH_TYPE_TEXT          102071 non-null object\n",
      "SCH_TYPE               102071 non-null int64\n",
      "RECON_STATUS           102024 non-null object\n",
      "OUT_OF_STATE_FLAG      102071 non-null object\n",
      "CHARTER_TEXT           102071 non-null object\n",
      "CHARTAUTH1             5406 non-null object\n",
      "CHARTAUTHN1            5406 non-null object\n",
      "CHARTAUTH2             86 non-null object\n",
      "CHARTAUTHN2            86 non-null object\n",
      "NOGRADES               102071 non-null object\n",
      "G_PK_OFFERED           102071 non-null object\n",
      "G_KG_OFFERED           102071 non-null object\n",
      "G_1_OFFERED            102071 non-null object\n",
      "G_2_OFFERED            102071 non-null object\n",
      "G_3_OFFERED            102071 non-null object\n",
      "G_4_OFFERED            102071 non-null object\n",
      "G_5_OFFERED            102071 non-null object\n",
      "G_6_OFFERED            102071 non-null object\n",
      "G_7_OFFERED            102071 non-null object\n",
      "G_8_OFFERED            102071 non-null object\n",
      "G_9_OFFERED            102071 non-null object\n",
      "G_10_OFFERED           102071 non-null object\n",
      "G_11_OFFERED           102071 non-null object\n",
      "G_12_OFFERED           102071 non-null object\n",
      "G_13_OFFERED           102071 non-null object\n",
      "G_UG_OFFERED           102071 non-null object\n",
      "G_AE_OFFERED           102071 non-null object\n",
      "GSLO                   102071 non-null object\n",
      "GSHI                   102071 non-null object\n",
      "LEVEL                  102071 non-null object\n",
      "IGOFFERED              102071 non-null object\n",
      "LEAIDs                 102071 non-null object\n",
      "dtypes: float64(3), int64(9), object(54)\n",
      "memory usage: 51.4+ MB\n"
     ]
    }
   ],
   "source": [
    "db.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Match EducationID to NCESSCH (CCD Unique School Identifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(232,)\n",
      "6    1836\n",
      "3      10\n",
      "Name: EducationID, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(['500026', '514140', '505410', '513930', '504800', '505170',\n",
       "       '505500', '500042', '507710', '508640', '509630', '509840',\n",
       "       '505470', '500067', '514400', '500028', '500006', '507290',\n",
       "       '506060', '500032', '511220', '505680', '507110', '507230',\n",
       "       '508340', '500044', '512510', '512930', '512630', '507840',\n",
       "       '502580', '503300', '500049', '505340', '506240', '506360',\n",
       "       '507860', '500065', '509780', '510380', '504110', '513110',\n",
       "       '511820', '500030', '506420', '508670', '504860', '507890',\n",
       "       '506690', '502430', '503240', '510980', '507920', '500073',\n",
       "       '509750', '510170', '509990', '510320', '503770', '508610',\n",
       "       '500405', '502670', '502700', '502790', '502880', '512570',\n",
       "       '507320', '505580', '502960', '503480', '503630', '503690',\n",
       "       '503750', '503960', '510410', '504350', '504410', '504590',\n",
       "       '505190', '500001', '505850', '506900', '507140', '514370',\n",
       "       '507530', '514040', 'nan', '504170', '509060', '509600', '509240',\n",
       "       '509190', '506630', '509540', '512520', '510080', '500023',\n",
       "       '510680', '511070', '511340', '511730', '511880', '512000',\n",
       "       '512210', '508400', '500015', '512420', '512960', '513530',\n",
       "       '509000', '511850', '508040', '502550', '502730', '503320',\n",
       "       '500029', '507740', '505550', '506270', '507680', '500062',\n",
       "       '500048', '509360', '509390', '509420', '509510', '510950',\n",
       "       '500051', '500045', '514430', '508280', '510440', '504020',\n",
       "       '513380', '502820', '503640', '500009', '507350', '507990',\n",
       "       '512480', '500012', '500046', '500016', '509570', '503710',\n",
       "       '500017', '513080', '511370', '511610', '504370', '500071',\n",
       "       '500047', '513230', '500082', '512540', '500019', '500021',\n",
       "       '503840', '504050', '504560', '507770', '507560', '509270',\n",
       "       '509720', '500070', '500020', '512090', '513560', '507380',\n",
       "       '502280', '503090', '503150', '504680', '500072', '505970',\n",
       "       '506150', '506870', '508240', '503420', '509480', '500043',\n",
       "       '510560', '510920', '500076', '513350', '514490', '506120',\n",
       "       '503060', '504980', '505760', '506090', '506540', '506840',\n",
       "       '506930', '508130', '508940', '503030', '511760', '511970',\n",
       "       '512450', '512660', '514010', '512060', '502610', '504380',\n",
       "       '504890', '504930', '505430', '514020', '500041', '507620',\n",
       "       '508700', '511130', '500079', '511700', '512180', '506330',\n",
       "       '502250', '503450', '504740', '504080', '504200', '506990',\n",
       "       '507170', '508730', '509150', '509330', '510260', '510290',\n",
       "       '511010', '513410', '513680'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.EducationID.unique().shape)\n",
    "df.EducationID = df.EducationID.astype(str)\n",
    "df.EducationID = df.EducationID.map(lambda s: s[:-2] if s[-2:]==\".0\" else s)\n",
    "print(df.EducationID.str.len().value_counts())\n",
    "df.EducationID.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "words_handled  LEE PREVOST\n",
      "1020 W. Holland Avenue. -> 1020 W HOLLAND AVENUE\n",
      "JNPSD WARREN DUPREE ES -> JNPSD WARREN DUPREE ELEMENTARY SCHOOL\n",
      "Johnson middle -> Johnson MIDDLE SCHOOL\n"
     ]
    }
   ],
   "source": [
    "def load_files(fname='usps.csv', output = 'dict'):\n",
    "    \"\"\"\n",
    "    load abbreviation from file fname\n",
    "    return dictionary {pattern : replacement}\n",
    "    return list [list of items to remove from strings to avoid]\n",
    "    \"\"\"\n",
    "    if output == \"dict\":\n",
    "        df = pd.read_csv(fname, index_col='pattern')\n",
    "        return df.to_dict()\n",
    "    elif output == \"list\":\n",
    "        df = pd.read_csv(fname, header=0)\n",
    "        col = df.columns[0]\n",
    "        return df[col].tolist()\n",
    "\n",
    "USPS = load_files('usps.csv')\n",
    "SCHOOL_ABREV = load_files('school_abbrev.csv')\n",
    "SCHOOL_NOISYWORDS = load_files('school_noisywords.csv', output = \"list\")\n",
    "\n",
    "def handle_strings(x, exclude=set(string.punctuation)):\n",
    "    \"\"\"\n",
    "    Helper function to make string all caps and remove punctuation.\n",
    "    \n",
    "    x: any string\n",
    "    \"\"\"\n",
    "    \n",
    "    x = x.replace('-', ' ')\n",
    "    x = ''.join(ch for ch in x if ch not in exclude)\n",
    "    return x\n",
    "\n",
    "def handle_words(x, exclude=[], case = 'u'):\n",
    "    ''' Helper function to remove words from match comparisons that don't have signal but are noisy \n",
    "    \n",
    "        x: any string\n",
    "        exclude = list of words that are removed from comparison strings for matching.\n",
    "    '''\n",
    "    case = case[0].lower()\n",
    "    exclude = [word.lower() for word in exclude]\n",
    "    x = x.lower().split(\" \")\n",
    "    x = ' '.join(word for word in x if word not in exclude)\n",
    "    if case == 'u':\n",
    "        if type(x) is str:\n",
    "            x = x.upper()\n",
    "        else:\n",
    "            x = [word.upper() for word in x]\n",
    "    return x\n",
    "\n",
    "words = \"Lee Prevost Junior Senior High School\"\n",
    "print ('words_handled ', handle_words(words, exclude = SCHOOL_NOISYWORDS))\n",
    "\n",
    "def normalizeText(inputValue, d={}, case='u', noise_list = None):\n",
    "    '''\n",
    "    if case=='l', returns lowercase\n",
    "    if case=='u', returns uppercase\n",
    "    else returns proper case\n",
    "    d = dictionary to use for replacements\n",
    "    '''\n",
    "    \n",
    "    case = case[0].lower()\n",
    "    abbv = d\n",
    "    words = inputValue.split()\n",
    "    for i,word in enumerate(words):\n",
    "        w = handle_strings(word.lower())\n",
    "        rep = abbv[w] if w in abbv.keys() else handle_strings(words[i])\n",
    "        words[i] = rep.upper() if case == 'u' else rep.lower() if case == 'l' else (rep[0].upper() + rep[1:])\n",
    "    \n",
    "    return ' '.join(words)\n",
    "\n",
    "def norm_shorthand(inputValue, case = 'u', short_hand = []):\n",
    "    ''' fixes cases when short-hand is used eg. \"Prevost elementary\" vs. \"Prevost elementary school'''\n",
    "    case = case[0].lower()\n",
    "    words = inputValue.split()\n",
    "    short_hand = ['elementary', 'middle', 'high', 'intermediate']\n",
    "    if words[-1].lower() in short_hand:\n",
    "        \n",
    "        if case == 'l':\n",
    "            words[-1] = words[-1].replace(words[-1], words[-1] + ' school').lower()\n",
    "            \n",
    "        else:\n",
    "            words[-1] = words[-1].replace(words[-1], words[-1] + ' school').upper()\n",
    "        \n",
    "        \n",
    "    return ' '.join(words)\n",
    "\n",
    "\n",
    "s = '1020 W. Holland Avenue.'\n",
    "print(\"%s -> %s\" % (s, normalizeText(s, d = USPS)))\n",
    "    \n",
    "s = 'JNPSD WARREN DUPREE ES'\n",
    "print(\"%s -> %s\" % (s, normalizeText(s, d = SCHOOL_ABREV['replacement'])))\n",
    "\n",
    "s = 'Johnson middle'\n",
    "print(\"%s -> %s\" % (s, norm_shorthand(s)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['school',\n",
       " 'middle',\n",
       " 'high',\n",
       " 'junior',\n",
       " 'senior',\n",
       " 'charter',\n",
       " 'magnet',\n",
       " 'senior',\n",
       " 'elementary']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SCHOOL_NOISYWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['normLocDesc'] = df.LocDesc.astype(str).map(lambda x: normalizeText(x, d=SCHOOL_ABREV['replacement']))\n",
    "df['normLocDesc'] = df.normLocDesc.astype(str).map(lambda x: normalizeText(x, d=USPS))\n",
    "df['normLocDesc'] = df.normLocDesc.astype(str).map(lambda x: norm_shorthand(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                  PINE BLUFF HIGH SCHOOL\n",
       "1                           JACK ROBEY JUNIOR HIGH SCHOOL\n",
       "2                            W T CHENEY ELEMENTARY SCHOOL\n",
       "3                                               WAREHOUSE\n",
       "4                             SOUTHWOOD ELEMENTARY SCHOOL\n",
       "5               PINE BLUFF SCHOOL ADMINISTRATION BUILDING\n",
       "6                                              FIRST WARD\n",
       "7                                 SOUTHEAST MIDDLE SCHOOL\n",
       "8                                  JORDAN CHANAY BUILDING\n",
       "9                        GIFTEDTALENTED SCOGGINS MAY HALL\n",
       "10                              MAINTENANCETRANSPORTATION\n",
       "11                 PINE BLUFF SCHOOLS ADMINISTRATION BLDG\n",
       "12                            BROADMOOR ELEMENTARY SCHOOL\n",
       "13                                          BELAIR SCHOOL\n",
       "14                    THIRTY FOURTH AVE ELEMENTARY SCHOOL\n",
       "15                     FORREST PARK GREENVILLE PRE SCHOOL\n",
       "16                             OAK PARK ELEMENTARY SCHOOL\n",
       "17                               TAYLOR ELEMENTARY SCHOOL\n",
       "18                                 WHITE HALL HIGH SCHOOL\n",
       "19                               WHITE HALL MIDDLE SCHOOL\n",
       "20                               HARDIN ELEMENTARY SCHOOL\n",
       "21                                MOODY ELEMENTARY SCHOOL\n",
       "22                                         ADMINISTRATION\n",
       "23                                GANDY ELEMENTARY SCHOOL\n",
       "24                                                  JROTC\n",
       "25                       JAMES MATTHEWS ELEMENTARY SCHOOL\n",
       "26          CENTRAL OFF COMPLEX OLD DOLLARWAY HIGH SCHOOL\n",
       "27            DOLLARWAY HIGH SCHOOL OLD RFM MIDDLE SCHOOL\n",
       "28                 ZZZ DO NOT USE DOLLARWAY MIDDLE SCHOOL\n",
       "29      ROBERT F MOREHEAD MIDDLE SCHOOL OLD TP ELEMENT...\n",
       "                              ...                        \n",
       "1816                             OZARK HIGH SCHOOL CAMPUS\n",
       "1817                           OZARK MIDDLE SCHOOL CAMPUS\n",
       "1818                                         Z DO NOT USE\n",
       "1819                                VBHS FRESHMAN ACADEMY\n",
       "1820                                VAN BUREN HIGH SCHOOL\n",
       "1821                                VBHS ALECAREER CENTER\n",
       "1822                           PARKVIEW ELEMENTARY SCHOOL\n",
       "1823                               TATE ELEMENTARY SCHOOL\n",
       "1824                      BUTTERFIELD TRAIL MIDDLE SCHOOL\n",
       "1825                                       ZDISTRICT WIDE\n",
       "1826                            CENTRAL ELEMENTARY SCHOOL\n",
       "1827                               KING ELEMENTARY SCHOOL\n",
       "1828                       CITY HEIGHTS ELEMENTARY SCHOOL\n",
       "1829                   ZZZ DO NOT USE VBHS SOFTBALL FIELD\n",
       "1830              ZZZ DO NOT USE FIELD OF DREAMS BASEBALL\n",
       "1831               DISTRICT ATHLETICS ACTIVITIES COMPLEXS\n",
       "1832                               ADMINISTRATION COMPLEX\n",
       "1833                              ADULT EDUCATION COMPLEX\n",
       "1834                               SERVICE CENTER COMPLEX\n",
       "1835                                       ZZZ DO NOT USE\n",
       "1836                             NORTHRIDGE MIDDLE SCHOOL\n",
       "1837                               RENA ELEMENTARY SCHOOL\n",
       "1838                                                  NAN\n",
       "1839                               NEW HIGH SCHOOL CAMPUS\n",
       "1840                               OLD HIGH SCHOOL CAMPUS\n",
       "1841                              ADMINISTRATIVE LOCATION\n",
       "1842                                        ALL LOCATIONS\n",
       "1843                          ZZ DO NOT USE ALL LOCATIONS\n",
       "1844                             ELEMENTARY SCHOOL CAMPUS\n",
       "1845                                 MIDDLE SCHOOL CAMPUS\n",
       "Name: normLocDesc, Length: 1846, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.normLocDesc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "db['norm_SCH_NAME']= db['SCH_NAME'].map(lambda x: normalizeText(x, d=SCHOOL_ABREV['replacement']))\n",
    "db['norm_SCH_NAME']= db['norm_SCH_NAME'].map(lambda x: normalizeText(x, d=USPS))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1015, 67)\n"
     ]
    }
   ],
   "source": [
    "education_ids = set(df.EducationID.unique())\n",
    "db_district = db[db.LEAIDs.isin(education_ids)]\n",
    "print(db_district.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Match 1 example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['un_loc' 'LociD' 'DudeAccountNumber' 'SalesForceAccountID' 'EducationID'\n",
      " 'ClientName' 'SchoolDudeReference' 'PhoneNumber' 'Address1' 'City' 'State'\n",
      " 'ZipCode' 'Country' 'Market' 'Industry' 'StudentCount' 'LocDesc'\n",
      " 'LocSquareFootage' 'LocationZip' 'Zipnum' 'COUNTYNM' 'County' 'Regions'\n",
      " 'normLocDesc']\n",
      "['SCHOOL_YEAR' 'FIPST' 'STATENAME' 'ST' 'SCH_NAME' 'LEA_NAME'\n",
      " 'STATE_AGENCY_NO' 'UNION' 'ST_LEAID' 'LEAID' 'ST_SCHID' 'NCESSCH' 'SCHID'\n",
      " 'MSTREET1' 'MSTREET2' 'MSTREET3' 'MCITY' 'MSTATE' 'MZIP' 'MZIP4'\n",
      " 'LSTREET1' 'LSTREET2' 'LSTREET3' 'LCITY' 'LSTATE' 'LZIP' 'LZIP4' 'PHONE'\n",
      " 'WEBSITE' 'SY_STATUS' 'SY_STATUS_TEXT' 'UPDATED_STATUS'\n",
      " 'UPDATED_STATUS_TEXT' 'EFFECTIVE_DATE' 'SCH_TYPE_TEXT' 'SCH_TYPE'\n",
      " 'RECON_STATUS' 'OUT_OF_STATE_FLAG' 'CHARTER_TEXT' 'CHARTAUTH1'\n",
      " 'CHARTAUTHN1' 'CHARTAUTH2' 'CHARTAUTHN2' 'NOGRADES' 'G_PK_OFFERED'\n",
      " 'G_KG_OFFERED' 'G_1_OFFERED' 'G_2_OFFERED' 'G_3_OFFERED' 'G_4_OFFERED'\n",
      " 'G_5_OFFERED' 'G_6_OFFERED' 'G_7_OFFERED' 'G_8_OFFERED' 'G_9_OFFERED'\n",
      " 'G_10_OFFERED' 'G_11_OFFERED' 'G_12_OFFERED' 'G_13_OFFERED' 'G_UG_OFFERED'\n",
      " 'G_AE_OFFERED' 'GSLO' 'GSHI' 'LEVEL' 'IGOFFERED' 'LEAIDs' 'norm_SCH_NAME']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>un_loc</th>\n",
       "      <th>LociD</th>\n",
       "      <th>DudeAccountNumber</th>\n",
       "      <th>SalesForceAccountID</th>\n",
       "      <th>EducationID</th>\n",
       "      <th>ClientName</th>\n",
       "      <th>SchoolDudeReference</th>\n",
       "      <th>PhoneNumber</th>\n",
       "      <th>Address1</th>\n",
       "      <th>City</th>\n",
       "      <th>...</th>\n",
       "      <th>Industry</th>\n",
       "      <th>StudentCount</th>\n",
       "      <th>LocDesc</th>\n",
       "      <th>LocSquareFootage</th>\n",
       "      <th>LocationZip</th>\n",
       "      <th>Zipnum</th>\n",
       "      <th>COUNTYNM</th>\n",
       "      <th>County</th>\n",
       "      <th>Regions</th>\n",
       "      <th>normLocDesc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>397758056-8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>397758056</td>\n",
       "      <td>001000000034cEeAAI</td>\n",
       "      <td>500026</td>\n",
       "      <td>Pine Bluff School District</td>\n",
       "      <td>0</td>\n",
       "      <td>(870) 543-4200</td>\n",
       "      <td>512 Pine Street</td>\n",
       "      <td>Pine Bluff</td>\n",
       "      <td>...</td>\n",
       "      <td>Education</td>\n",
       "      <td>4944</td>\n",
       "      <td>Southeast Middle School</td>\n",
       "      <td>79000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71601</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Timberlands</td>\n",
       "      <td>SOUTHEAST MIDDLE SCHOOL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          un_loc  LociD  DudeAccountNumber SalesForceAccountID EducationID  \\\n",
       "7  397758056-8.0    8.0          397758056  001000000034cEeAAI      500026   \n",
       "\n",
       "                   ClientName  SchoolDudeReference     PhoneNumber  \\\n",
       "7  Pine Bluff School District                    0  (870) 543-4200   \n",
       "\n",
       "          Address1        City           ...              Industry  \\\n",
       "7  512 Pine Street  Pine Bluff           ...             Education   \n",
       "\n",
       "  StudentCount                  LocDesc LocSquareFootage LocationZip  Zipnum  \\\n",
       "7         4944  Southeast Middle School          79000.0         NaN   71601   \n",
       "\n",
       "    COUNTYNM     County      Regions              normLocDesc  \n",
       "7  Jefferson  Jefferson  Timberlands  SOUTHEAST MIDDLE SCHOOL  \n",
       "\n",
       "[1 rows x 24 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row_num = 7\n",
    "row = df.iloc[row_num, :]\n",
    "print(df.columns.values)\n",
    "print(db_district.columns.values)\n",
    "df.iloc[row_num : row_num + 1, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'SOUTHEAST MIDDLE SCHOOL'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def concatenate_sample_fields(row):\n",
    "    #return \" \".join([str(row.State), str(row.City), str(row.ZipCode), \n",
    "    #                 str(row.normAddress), str(row.LocDesc)]).upper()\n",
    "    return str(row.normLocDesc).upper()\n",
    "query = concatenate_sample_fields(row)\n",
    "query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def concatenate_db_fields(row):\n",
    "    #return \" \".join([str(row.LSTATE), str(row.LCITY), str(row.LZIP), \n",
    "    #                 str(row.LSTREE), str(row.NAME)]).upper()\n",
    "    return str(row.norm_SCH_NAME).upper()\n",
    "db_rows = [concatenate_db_fields(row) for i, row in db_district.iterrows()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SOUTHEAST MIDDLE SCHOOL\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('SOUTHWEST MIDDLE SCHOOL', 96, 5423),\n",
       " ('SOUTHSIDE MIDDLE SCHOOL', 87, 5445),\n",
       " ('WARREN HIGH SCHOOL DISTRICT CONVERSION CHARTER', 86, 4462),\n",
       " ('THIRTY FOURTH AVE ELEMENTARY SCHOOL', 86, 4504),\n",
       " ('PALESTINE WHEATLEY ELEMENTARY SCHOOL', 86, 4557)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(query)\n",
    "process.extractBests(query, db_district.norm_SCH_NAME.str.upper())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "best = process.extractOne(query, db_district.SCH_NAME.str.upper())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('SOUTHWEST MIDDLE SCHOOL', 96, 5423)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SCHOOL_YEAR                              2016-2017\n",
       "FIPST                                            5\n",
       "STATENAME                                 ARKANSAS\n",
       "ST                                              AR\n",
       "SCH_NAME                   SOUTHWEST MIDDLE SCHOOL\n",
       "LEA_NAME                    SEARCY SCHOOL DISTRICT\n",
       "STATE_AGENCY_NO                                  1\n",
       "UNION                                          NaN\n",
       "ST_LEAID                                AR-7311000\n",
       "LEAID                                       512210\n",
       "ST_SCHID                        AR-7311000-7311054\n",
       "NCESSCH                              51221001533.0\n",
       "SCHID                                       501533\n",
       "MSTREET1             1000 W BEEBE CAPPS EXPRESSWAY\n",
       "MSTREET2                                       NaN\n",
       "MSTREET3                                       NaN\n",
       "MCITY                                       SEARCY\n",
       "MSTATE                                          AR\n",
       "MZIP                                         72143\n",
       "MZIP4                                          NaN\n",
       "LSTREET1                          1103 WOODRUFF ST\n",
       "LSTREET2                                       NaN\n",
       "LSTREET3                                       NaN\n",
       "LCITY                                       SEARCY\n",
       "LSTATE                                          AR\n",
       "LZIP                                         72143\n",
       "LZIP4                                          NaN\n",
       "PHONE                                (501)268-3125\n",
       "WEBSITE               http://www.searcyschools.org\n",
       "SY_STATUS                                        1\n",
       "                                 ...              \n",
       "OUT_OF_STATE_FLAG                               No\n",
       "CHARTER_TEXT                                    No\n",
       "CHARTAUTH1                                     NaN\n",
       "CHARTAUTHN1                                    NaN\n",
       "CHARTAUTH2                                     NaN\n",
       "CHARTAUTHN2                                    NaN\n",
       "NOGRADES                                        No\n",
       "G_PK_OFFERED                                    No\n",
       "G_KG_OFFERED                                    No\n",
       "G_1_OFFERED                                     No\n",
       "G_2_OFFERED                                     No\n",
       "G_3_OFFERED                                     No\n",
       "G_4_OFFERED                                    Yes\n",
       "G_5_OFFERED                                    Yes\n",
       "G_6_OFFERED                                    Yes\n",
       "G_7_OFFERED                                     No\n",
       "G_8_OFFERED                                     No\n",
       "G_9_OFFERED                                     No\n",
       "G_10_OFFERED                                    No\n",
       "G_11_OFFERED                                    No\n",
       "G_12_OFFERED                                    No\n",
       "G_13_OFFERED                                    No\n",
       "G_UG_OFFERED                                    No\n",
       "G_AE_OFFERED                                    No\n",
       "GSLO                                             4\n",
       "GSHI                                             6\n",
       "LEVEL                                   Elementary\n",
       "IGOFFERED                              As reported\n",
       "LEAIDs                                      512210\n",
       "norm_SCH_NAME              SOUTHWEST MIDDLE SCHOOL\n",
       "Name: 5423, Length: 67, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db_district.loc[best[2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SCHOOL_YEAR</th>\n",
       "      <th>FIPST</th>\n",
       "      <th>STATENAME</th>\n",
       "      <th>ST</th>\n",
       "      <th>SCH_NAME</th>\n",
       "      <th>LEA_NAME</th>\n",
       "      <th>STATE_AGENCY_NO</th>\n",
       "      <th>UNION</th>\n",
       "      <th>ST_LEAID</th>\n",
       "      <th>LEAID</th>\n",
       "      <th>...</th>\n",
       "      <th>G_12_OFFERED</th>\n",
       "      <th>G_13_OFFERED</th>\n",
       "      <th>G_UG_OFFERED</th>\n",
       "      <th>G_AE_OFFERED</th>\n",
       "      <th>GSLO</th>\n",
       "      <th>GSHI</th>\n",
       "      <th>LEVEL</th>\n",
       "      <th>IGOFFERED</th>\n",
       "      <th>LEAIDs</th>\n",
       "      <th>norm_SCH_NAME</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5423</th>\n",
       "      <td>2016-2017</td>\n",
       "      <td>5</td>\n",
       "      <td>ARKANSAS</td>\n",
       "      <td>AR</td>\n",
       "      <td>SOUTHWEST MIDDLE SCHOOL</td>\n",
       "      <td>SEARCY SCHOOL DISTRICT</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR-7311000</td>\n",
       "      <td>512210</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>Elementary</td>\n",
       "      <td>As reported</td>\n",
       "      <td>512210</td>\n",
       "      <td>SOUTHWEST MIDDLE SCHOOL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5424</th>\n",
       "      <td>2016-2017</td>\n",
       "      <td>5</td>\n",
       "      <td>ARKANSAS</td>\n",
       "      <td>AR</td>\n",
       "      <td>SHIRLEY ELEMENTARY SCHOOL</td>\n",
       "      <td>SHIRLEY SCHOOL DISTRICT</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR-7104000</td>\n",
       "      <td>512420</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>KG</td>\n",
       "      <td>6</td>\n",
       "      <td>Elementary</td>\n",
       "      <td>As reported</td>\n",
       "      <td>512420</td>\n",
       "      <td>SHIRLEY ELEMENTARY SCHOOL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 67 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     SCHOOL_YEAR  FIPST STATENAME  ST                   SCH_NAME  \\\n",
       "5423   2016-2017      5  ARKANSAS  AR    SOUTHWEST MIDDLE SCHOOL   \n",
       "5424   2016-2017      5  ARKANSAS  AR  SHIRLEY ELEMENTARY SCHOOL   \n",
       "\n",
       "                     LEA_NAME  STATE_AGENCY_NO  UNION    ST_LEAID   LEAID  \\\n",
       "5423   SEARCY SCHOOL DISTRICT                1    NaN  AR-7311000  512210   \n",
       "5424  SHIRLEY SCHOOL DISTRICT                1    NaN  AR-7104000  512420   \n",
       "\n",
       "                ...             G_12_OFFERED G_13_OFFERED  G_UG_OFFERED  \\\n",
       "5423            ...                       No           No            No   \n",
       "5424            ...                       No           No            No   \n",
       "\n",
       "     G_AE_OFFERED GSLO GSHI       LEVEL    IGOFFERED  LEAIDs  \\\n",
       "5423           No    4    6  Elementary  As reported  512210   \n",
       "5424           No   KG    6  Elementary  As reported  512420   \n",
       "\n",
       "                  norm_SCH_NAME  \n",
       "5423    SOUTHWEST MIDDLE SCHOOL  \n",
       "5424  SHIRLEY ELEMENTARY SCHOOL  \n",
       "\n",
       "[2 rows x 67 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = best[2]\n",
    "db_district.loc[idx:idx+1, :]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create school level types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                   High\n",
       "1                   High\n",
       "2                   High\n",
       "3                   High\n",
       "4                   High\n",
       "5         Not applicable\n",
       "6                 Middle\n",
       "7                   High\n",
       "8                 Middle\n",
       "9             Elementary\n",
       "10            Elementary\n",
       "11            Elementary\n",
       "12                Middle\n",
       "13                 Other\n",
       "14            Elementary\n",
       "15            Elementary\n",
       "16                  High\n",
       "17            Elementary\n",
       "18                  High\n",
       "19            Elementary\n",
       "20                 Other\n",
       "21                  High\n",
       "22            Elementary\n",
       "23                Middle\n",
       "24                  High\n",
       "25            Elementary\n",
       "26                Middle\n",
       "27            Elementary\n",
       "28            Elementary\n",
       "29            Elementary\n",
       "               ...      \n",
       "102041      Not reported\n",
       "102042      Not reported\n",
       "102043      Not reported\n",
       "102044      Not reported\n",
       "102045      Not reported\n",
       "102046      Not reported\n",
       "102047      Not reported\n",
       "102048      Not reported\n",
       "102049      Not reported\n",
       "102050      Not reported\n",
       "102051      Not reported\n",
       "102052      Not reported\n",
       "102053      Not reported\n",
       "102054      Not reported\n",
       "102055      Not reported\n",
       "102056      Not reported\n",
       "102057      Not reported\n",
       "102058      Not reported\n",
       "102059      Not reported\n",
       "102060      Not reported\n",
       "102061      Not reported\n",
       "102062      Not reported\n",
       "102063      Not reported\n",
       "102064      Not reported\n",
       "102065      Not reported\n",
       "102066      Not reported\n",
       "102067      Not reported\n",
       "102068      Not reported\n",
       "102069      Not reported\n",
       "102070      Not reported\n",
       "Name: LEVEL, Length: 102071, dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db.LEVEL"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "64\t\tLEVEL\t\tChar\t15\tSchool level\t\t\"Elementary\n",
    "High\n",
    "Other\n",
    "Middle\n",
    "Not reported\n",
    "Not applicable\n",
    "Ungraded\n",
    "Adult Education\"\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SCH_NAME</th>\n",
       "      <th>LEVEL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4455</th>\n",
       "      <td>DEWITT HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4456</th>\n",
       "      <td>DEWITT MIDDLE SCHOOL</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4457</th>\n",
       "      <td>DEWITT ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4458</th>\n",
       "      <td>GILLETT ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4460</th>\n",
       "      <td>SEACBEC (WARREN)</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4461</th>\n",
       "      <td>EASTSIDE NEW VISION CHARTER SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462</th>\n",
       "      <td>WARREN HIGH SCHOOL DISTRICT CONVERSION CHARTER</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4463</th>\n",
       "      <td>WARREN MIDDLE SCHOOL</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4464</th>\n",
       "      <td>BRUNSON NEW VISION CHARTER SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4465</th>\n",
       "      <td>CENTRAL ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4466</th>\n",
       "      <td>CORNING HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4467</th>\n",
       "      <td>PARK ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4468</th>\n",
       "      <td>RIVERSIDE EAST ELEM. SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4469</th>\n",
       "      <td>RIVERSIDE WEST ELEM. SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4470</th>\n",
       "      <td>RIVERSIDE HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4471</th>\n",
       "      <td>SHERIDAN INTERMEDIATE SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4472</th>\n",
       "      <td>EAST END INTERMEDIATE SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4473</th>\n",
       "      <td>EAST END ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4474</th>\n",
       "      <td>SHERIDAN ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4475</th>\n",
       "      <td>SHERIDAN HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4476</th>\n",
       "      <td>SHERIDAN MIDDLE SCHOOL</td>\n",
       "      <td>Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4477</th>\n",
       "      <td>MARMADUKE ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4478</th>\n",
       "      <td>MARMADUKE HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4479</th>\n",
       "      <td>PARAGOULD JUNIOR HIGH</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4480</th>\n",
       "      <td>BALDWIN ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4481</th>\n",
       "      <td>WOODROW WILSON ELEM. SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4482</th>\n",
       "      <td>PARAGOULD HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4483</th>\n",
       "      <td>OAK GROVE MIDDLE SCHOOL</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4484</th>\n",
       "      <td>OAK GROVE ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4485</th>\n",
       "      <td>PARAGOULD PRIMARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5533</th>\n",
       "      <td>WALDRON MIDDLE SCHOOL</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5534</th>\n",
       "      <td>WALDRON HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5535</th>\n",
       "      <td>COLEMAN ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5536</th>\n",
       "      <td>EDGEWOOD ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5537</th>\n",
       "      <td>L. L. OWEN ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5538</th>\n",
       "      <td>WATSON CHAPEL HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5539</th>\n",
       "      <td>WATSON CHAPEL JR. HIGH SCHOOL</td>\n",
       "      <td>Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5540</th>\n",
       "      <td>WEST FORK ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5541</th>\n",
       "      <td>WEST FORK HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5542</th>\n",
       "      <td>WEST FORK MIDDLE SCHOOL</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5543</th>\n",
       "      <td>WESTSIDE ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5544</th>\n",
       "      <td>WESTSIDE HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5545</th>\n",
       "      <td>WEST SIDE ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5546</th>\n",
       "      <td>WEST SIDE HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5547</th>\n",
       "      <td>HARDIN ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5548</th>\n",
       "      <td>MOODY ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5549</th>\n",
       "      <td>TAYLOR ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5550</th>\n",
       "      <td>WHITE HALL HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5551</th>\n",
       "      <td>WHITE HALL JUNIOR HIGH SCHOOL</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5552</th>\n",
       "      <td>GANDY ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5553</th>\n",
       "      <td>WONDERVIEW ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5554</th>\n",
       "      <td>WONDERVIEW HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5555</th>\n",
       "      <td>WOODLAWN ELEMENTARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5556</th>\n",
       "      <td>WOODLAWN HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5557</th>\n",
       "      <td>WYNNE INTERMEDIATE SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5558</th>\n",
       "      <td>WYNNE JUNIOR HIGH SCHOOL</td>\n",
       "      <td>Middle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5559</th>\n",
       "      <td>WYNNE PRIMARY SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5560</th>\n",
       "      <td>WYNNE HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5561</th>\n",
       "      <td>YELLVILLE-SUMMIT ELEM. SCHOOL</td>\n",
       "      <td>Elementary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5562</th>\n",
       "      <td>YELLVILLE-SUMMIT HIGH SCHOOL</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1015 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            SCH_NAME       LEVEL\n",
       "4455                              DEWITT HIGH SCHOOL        High\n",
       "4456                            DEWITT MIDDLE SCHOOL      Middle\n",
       "4457                        DEWITT ELEMENTARY SCHOOL  Elementary\n",
       "4458                       GILLETT ELEMENTARY SCHOOL  Elementary\n",
       "4460                                SEACBEC (WARREN)        High\n",
       "4461              EASTSIDE NEW VISION CHARTER SCHOOL  Elementary\n",
       "4462  WARREN HIGH SCHOOL DISTRICT CONVERSION CHARTER        High\n",
       "4463                            WARREN MIDDLE SCHOOL      Middle\n",
       "4464               BRUNSON NEW VISION CHARTER SCHOOL  Elementary\n",
       "4465                       CENTRAL ELEMENTARY SCHOOL  Elementary\n",
       "4466                             CORNING HIGH SCHOOL        High\n",
       "4467                          PARK ELEMENTARY SCHOOL  Elementary\n",
       "4468                     RIVERSIDE EAST ELEM. SCHOOL  Elementary\n",
       "4469                     RIVERSIDE WEST ELEM. SCHOOL  Elementary\n",
       "4470                           RIVERSIDE HIGH SCHOOL        High\n",
       "4471                    SHERIDAN INTERMEDIATE SCHOOL  Elementary\n",
       "4472                    EAST END INTERMEDIATE SCHOOL  Elementary\n",
       "4473                      EAST END ELEMENTARY SCHOOL  Elementary\n",
       "4474                      SHERIDAN ELEMENTARY SCHOOL  Elementary\n",
       "4475                            SHERIDAN HIGH SCHOOL        High\n",
       "4476                          SHERIDAN MIDDLE SCHOOL       Other\n",
       "4477                     MARMADUKE ELEMENTARY SCHOOL  Elementary\n",
       "4478                           MARMADUKE HIGH SCHOOL        High\n",
       "4479                           PARAGOULD JUNIOR HIGH      Middle\n",
       "4480                       BALDWIN ELEMENTARY SCHOOL  Elementary\n",
       "4481                     WOODROW WILSON ELEM. SCHOOL  Elementary\n",
       "4482                           PARAGOULD HIGH SCHOOL        High\n",
       "4483                         OAK GROVE MIDDLE SCHOOL      Middle\n",
       "4484                     OAK GROVE ELEMENTARY SCHOOL  Elementary\n",
       "4485                        PARAGOULD PRIMARY SCHOOL  Elementary\n",
       "...                                              ...         ...\n",
       "5533                           WALDRON MIDDLE SCHOOL      Middle\n",
       "5534                             WALDRON HIGH SCHOOL        High\n",
       "5535                       COLEMAN ELEMENTARY SCHOOL  Elementary\n",
       "5536                      EDGEWOOD ELEMENTARY SCHOOL  Elementary\n",
       "5537                    L. L. OWEN ELEMENTARY SCHOOL  Elementary\n",
       "5538                       WATSON CHAPEL HIGH SCHOOL        High\n",
       "5539                   WATSON CHAPEL JR. HIGH SCHOOL       Other\n",
       "5540                     WEST FORK ELEMENTARY SCHOOL  Elementary\n",
       "5541                           WEST FORK HIGH SCHOOL        High\n",
       "5542                         WEST FORK MIDDLE SCHOOL      Middle\n",
       "5543                      WESTSIDE ELEMENTARY SCHOOL  Elementary\n",
       "5544                            WESTSIDE HIGH SCHOOL        High\n",
       "5545                     WEST SIDE ELEMENTARY SCHOOL  Elementary\n",
       "5546                           WEST SIDE HIGH SCHOOL        High\n",
       "5547                        HARDIN ELEMENTARY SCHOOL  Elementary\n",
       "5548                         MOODY ELEMENTARY SCHOOL  Elementary\n",
       "5549                        TAYLOR ELEMENTARY SCHOOL  Elementary\n",
       "5550                          WHITE HALL HIGH SCHOOL        High\n",
       "5551                   WHITE HALL JUNIOR HIGH SCHOOL      Middle\n",
       "5552                         GANDY ELEMENTARY SCHOOL  Elementary\n",
       "5553                    WONDERVIEW ELEMENTARY SCHOOL  Elementary\n",
       "5554                          WONDERVIEW HIGH SCHOOL        High\n",
       "5555                      WOODLAWN ELEMENTARY SCHOOL  Elementary\n",
       "5556                            WOODLAWN HIGH SCHOOL        High\n",
       "5557                       WYNNE INTERMEDIATE SCHOOL  Elementary\n",
       "5558                        WYNNE JUNIOR HIGH SCHOOL      Middle\n",
       "5559                            WYNNE PRIMARY SCHOOL  Elementary\n",
       "5560                               WYNNE HIGH SCHOOL        High\n",
       "5561                   YELLVILLE-SUMMIT ELEM. SCHOOL  Elementary\n",
       "5562                    YELLVILLE-SUMMIT HIGH SCHOOL        High\n",
       "\n",
       "[1015 rows x 2 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db_district[['SCH_NAME', 'LEVEL']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MIDDLE']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def schoolLevel (inputValue):\n",
    "    \n",
    "    \n",
    "    \n",
    "    d = {\"HIGH SCHOOL\"            :     \"High\",\n",
    "        \"MIDDLE\"                  :     \"Middle\",\n",
    "        \"JUNIOR HIGH\"             :     \"Middle\",\n",
    "        \"ADMINISTRATION\"          :     \"Administration\",\n",
    "        \"ADMINISTRATIVE\"          :     \"Administration\",\n",
    "        \"ELEMENTARY\"              :     \"Elementary\",\n",
    "        \"SENIOR HIGH\"             :     \"High\",\n",
    "        \"INTERMEDIATE\"            :     \"Middle\",\n",
    "        \"BUS\"                     :     \"Support\",\n",
    "        \"SUPERINTENDENT\"          :     \"Adminstration\",\n",
    "         \"MAINTENANCE\"            :     \"Support\",\n",
    "         \"WAREHOUSE\"              :     \"Support\",\n",
    "         \"DISTRICT\"               :     \"Administration\",\n",
    "         \"CENTRAL\"                :     \"Administration\",\n",
    "         \"HIGH\"                   :     \"High\"\n",
    "        \n",
    "                     \n",
    "        }\n",
    "    \n",
    "    \n",
    "    level = []\n",
    "    for key in d.keys():\n",
    "        \n",
    "        if key in inputValue.upper():\n",
    "            level.append(d[key].upper())\n",
    "            if key == \"JUNIOR HIGH\":\n",
    "                level = [d['JUNIOR HIGH'].upper()]\n",
    "                break\n",
    "            \n",
    "    return level\n",
    "\n",
    "\n",
    "s = \"PLEASANT VW JUNIOR HIGH SCHOOL\"\n",
    "schoolLevel(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['level'] = df.normLocDesc.astype(str).map(schoolLevel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>normLocDesc</th>\n",
       "      <th>level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PINE BLUFF HIGH SCHOOL</td>\n",
       "      <td>[HIGH, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JACK ROBEY JUNIOR HIGH SCHOOL</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>W T CHENEY ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WAREHOUSE</td>\n",
       "      <td>[SUPPORT]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SOUTHWOOD ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>PINE BLUFF SCHOOL ADMINISTRATION BUILDING</td>\n",
       "      <td>[ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FIRST WARD</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SOUTHEAST MIDDLE SCHOOL</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>JORDAN CHANAY BUILDING</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GIFTEDTALENTED SCOGGINS MAY HALL</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>MAINTENANCETRANSPORTATION</td>\n",
       "      <td>[SUPPORT]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PINE BLUFF SCHOOLS ADMINISTRATION BLDG</td>\n",
       "      <td>[ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>BROADMOOR ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BELAIR SCHOOL</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>THIRTY FOURTH AVE ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>FORREST PARK GREENVILLE PRE SCHOOL</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>OAK PARK ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TAYLOR ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>WHITE HALL HIGH SCHOOL</td>\n",
       "      <td>[HIGH, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>WHITE HALL MIDDLE SCHOOL</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>HARDIN ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>MOODY ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ADMINISTRATION</td>\n",
       "      <td>[ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>GANDY ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>JROTC</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>JAMES MATTHEWS ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CENTRAL OFF COMPLEX OLD DOLLARWAY HIGH SCHOOL</td>\n",
       "      <td>[HIGH, ADMINISTRATION, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>DOLLARWAY HIGH SCHOOL OLD RFM MIDDLE SCHOOL</td>\n",
       "      <td>[HIGH, MIDDLE, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ZZZ DO NOT USE DOLLARWAY MIDDLE SCHOOL</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ROBERT F MOREHEAD MIDDLE SCHOOL OLD TP ELEMENT...</td>\n",
       "      <td>[MIDDLE, ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>OZARK HIGH SCHOOL CAMPUS</td>\n",
       "      <td>[HIGH, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1817</th>\n",
       "      <td>OZARK MIDDLE SCHOOL CAMPUS</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>Z DO NOT USE</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>VBHS FRESHMAN ACADEMY</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>VAN BUREN HIGH SCHOOL</td>\n",
       "      <td>[HIGH, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1821</th>\n",
       "      <td>VBHS ALECAREER CENTER</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1822</th>\n",
       "      <td>PARKVIEW ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1823</th>\n",
       "      <td>TATE ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1824</th>\n",
       "      <td>BUTTERFIELD TRAIL MIDDLE SCHOOL</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1825</th>\n",
       "      <td>ZDISTRICT WIDE</td>\n",
       "      <td>[ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1826</th>\n",
       "      <td>CENTRAL ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY, ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827</th>\n",
       "      <td>KING ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1828</th>\n",
       "      <td>CITY HEIGHTS ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1829</th>\n",
       "      <td>ZZZ DO NOT USE VBHS SOFTBALL FIELD</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>ZZZ DO NOT USE FIELD OF DREAMS BASEBALL</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>DISTRICT ATHLETICS ACTIVITIES COMPLEXS</td>\n",
       "      <td>[ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>ADMINISTRATION COMPLEX</td>\n",
       "      <td>[ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>ADULT EDUCATION COMPLEX</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>SERVICE CENTER COMPLEX</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>ZZZ DO NOT USE</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>NORTHRIDGE MIDDLE SCHOOL</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>RENA ELEMENTARY SCHOOL</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>NAN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>NEW HIGH SCHOOL CAMPUS</td>\n",
       "      <td>[HIGH, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>OLD HIGH SCHOOL CAMPUS</td>\n",
       "      <td>[HIGH, HIGH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>ADMINISTRATIVE LOCATION</td>\n",
       "      <td>[ADMINISTRATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>ALL LOCATIONS</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>ZZ DO NOT USE ALL LOCATIONS</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>ELEMENTARY SCHOOL CAMPUS</td>\n",
       "      <td>[ELEMENTARY]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>MIDDLE SCHOOL CAMPUS</td>\n",
       "      <td>[MIDDLE]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1846 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            normLocDesc  \\\n",
       "0                                PINE BLUFF HIGH SCHOOL   \n",
       "1                         JACK ROBEY JUNIOR HIGH SCHOOL   \n",
       "2                          W T CHENEY ELEMENTARY SCHOOL   \n",
       "3                                             WAREHOUSE   \n",
       "4                           SOUTHWOOD ELEMENTARY SCHOOL   \n",
       "5             PINE BLUFF SCHOOL ADMINISTRATION BUILDING   \n",
       "6                                            FIRST WARD   \n",
       "7                               SOUTHEAST MIDDLE SCHOOL   \n",
       "8                                JORDAN CHANAY BUILDING   \n",
       "9                      GIFTEDTALENTED SCOGGINS MAY HALL   \n",
       "10                            MAINTENANCETRANSPORTATION   \n",
       "11               PINE BLUFF SCHOOLS ADMINISTRATION BLDG   \n",
       "12                          BROADMOOR ELEMENTARY SCHOOL   \n",
       "13                                        BELAIR SCHOOL   \n",
       "14                  THIRTY FOURTH AVE ELEMENTARY SCHOOL   \n",
       "15                   FORREST PARK GREENVILLE PRE SCHOOL   \n",
       "16                           OAK PARK ELEMENTARY SCHOOL   \n",
       "17                             TAYLOR ELEMENTARY SCHOOL   \n",
       "18                               WHITE HALL HIGH SCHOOL   \n",
       "19                             WHITE HALL MIDDLE SCHOOL   \n",
       "20                             HARDIN ELEMENTARY SCHOOL   \n",
       "21                              MOODY ELEMENTARY SCHOOL   \n",
       "22                                       ADMINISTRATION   \n",
       "23                              GANDY ELEMENTARY SCHOOL   \n",
       "24                                                JROTC   \n",
       "25                     JAMES MATTHEWS ELEMENTARY SCHOOL   \n",
       "26        CENTRAL OFF COMPLEX OLD DOLLARWAY HIGH SCHOOL   \n",
       "27          DOLLARWAY HIGH SCHOOL OLD RFM MIDDLE SCHOOL   \n",
       "28               ZZZ DO NOT USE DOLLARWAY MIDDLE SCHOOL   \n",
       "29    ROBERT F MOREHEAD MIDDLE SCHOOL OLD TP ELEMENT...   \n",
       "...                                                 ...   \n",
       "1816                           OZARK HIGH SCHOOL CAMPUS   \n",
       "1817                         OZARK MIDDLE SCHOOL CAMPUS   \n",
       "1818                                       Z DO NOT USE   \n",
       "1819                              VBHS FRESHMAN ACADEMY   \n",
       "1820                              VAN BUREN HIGH SCHOOL   \n",
       "1821                              VBHS ALECAREER CENTER   \n",
       "1822                         PARKVIEW ELEMENTARY SCHOOL   \n",
       "1823                             TATE ELEMENTARY SCHOOL   \n",
       "1824                    BUTTERFIELD TRAIL MIDDLE SCHOOL   \n",
       "1825                                     ZDISTRICT WIDE   \n",
       "1826                          CENTRAL ELEMENTARY SCHOOL   \n",
       "1827                             KING ELEMENTARY SCHOOL   \n",
       "1828                     CITY HEIGHTS ELEMENTARY SCHOOL   \n",
       "1829                 ZZZ DO NOT USE VBHS SOFTBALL FIELD   \n",
       "1830            ZZZ DO NOT USE FIELD OF DREAMS BASEBALL   \n",
       "1831             DISTRICT ATHLETICS ACTIVITIES COMPLEXS   \n",
       "1832                             ADMINISTRATION COMPLEX   \n",
       "1833                            ADULT EDUCATION COMPLEX   \n",
       "1834                             SERVICE CENTER COMPLEX   \n",
       "1835                                     ZZZ DO NOT USE   \n",
       "1836                           NORTHRIDGE MIDDLE SCHOOL   \n",
       "1837                             RENA ELEMENTARY SCHOOL   \n",
       "1838                                                NAN   \n",
       "1839                             NEW HIGH SCHOOL CAMPUS   \n",
       "1840                             OLD HIGH SCHOOL CAMPUS   \n",
       "1841                            ADMINISTRATIVE LOCATION   \n",
       "1842                                      ALL LOCATIONS   \n",
       "1843                        ZZ DO NOT USE ALL LOCATIONS   \n",
       "1844                           ELEMENTARY SCHOOL CAMPUS   \n",
       "1845                               MIDDLE SCHOOL CAMPUS   \n",
       "\n",
       "                             level  \n",
       "0                     [HIGH, HIGH]  \n",
       "1                         [MIDDLE]  \n",
       "2                     [ELEMENTARY]  \n",
       "3                        [SUPPORT]  \n",
       "4                     [ELEMENTARY]  \n",
       "5                 [ADMINISTRATION]  \n",
       "6                               []  \n",
       "7                         [MIDDLE]  \n",
       "8                               []  \n",
       "9                               []  \n",
       "10                       [SUPPORT]  \n",
       "11                [ADMINISTRATION]  \n",
       "12                    [ELEMENTARY]  \n",
       "13                              []  \n",
       "14                    [ELEMENTARY]  \n",
       "15                              []  \n",
       "16                    [ELEMENTARY]  \n",
       "17                    [ELEMENTARY]  \n",
       "18                    [HIGH, HIGH]  \n",
       "19                        [MIDDLE]  \n",
       "20                    [ELEMENTARY]  \n",
       "21                    [ELEMENTARY]  \n",
       "22                [ADMINISTRATION]  \n",
       "23                    [ELEMENTARY]  \n",
       "24                              []  \n",
       "25                    [ELEMENTARY]  \n",
       "26    [HIGH, ADMINISTRATION, HIGH]  \n",
       "27            [HIGH, MIDDLE, HIGH]  \n",
       "28                        [MIDDLE]  \n",
       "29            [MIDDLE, ELEMENTARY]  \n",
       "...                            ...  \n",
       "1816                  [HIGH, HIGH]  \n",
       "1817                      [MIDDLE]  \n",
       "1818                            []  \n",
       "1819                            []  \n",
       "1820                  [HIGH, HIGH]  \n",
       "1821                            []  \n",
       "1822                  [ELEMENTARY]  \n",
       "1823                  [ELEMENTARY]  \n",
       "1824                      [MIDDLE]  \n",
       "1825              [ADMINISTRATION]  \n",
       "1826  [ELEMENTARY, ADMINISTRATION]  \n",
       "1827                  [ELEMENTARY]  \n",
       "1828                  [ELEMENTARY]  \n",
       "1829                            []  \n",
       "1830                            []  \n",
       "1831              [ADMINISTRATION]  \n",
       "1832              [ADMINISTRATION]  \n",
       "1833                            []  \n",
       "1834                            []  \n",
       "1835                            []  \n",
       "1836                      [MIDDLE]  \n",
       "1837                  [ELEMENTARY]  \n",
       "1838                            []  \n",
       "1839                  [HIGH, HIGH]  \n",
       "1840                  [HIGH, HIGH]  \n",
       "1841              [ADMINISTRATION]  \n",
       "1842                            []  \n",
       "1843                            []  \n",
       "1844                  [ELEMENTARY]  \n",
       "1845                      [MIDDLE]  \n",
       "\n",
       "[1846 rows x 2 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['normLocDesc', 'level']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df[['normLocDesc', 'level']].to_csv('test_levels.csv', header = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build blocker and match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.sort_values(by = \"EducationID\", inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([567, 568, 569, 570, 571, 572, 573, 574, 575, 135,\n",
       "            ...\n",
       "            613, 620, 619, 618, 617, 616, 615, 612, 614, 621],\n",
       "           dtype='int64', length=1846)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[] False\n"
     ]
    }
   ],
   "source": [
    "y = ['support', 'administration']\n",
    "levels = ['administration']\n",
    "\n",
    "l = [level for level in levels if level not in y]\n",
    "print (l, l != [])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "results = []\n",
    "SCHID = []\n",
    "eduid = None\n",
    "\n",
    "for idx in df.index:\n",
    "    \n",
    "    #print (idx)\n",
    "    query = df.loc[idx]['normLocDesc']\n",
    "    #query = handle_words(query, exclude = SCHOOL_NOISYWORDS)\n",
    "    #print (query)\n",
    "    db_idx = df.loc[idx]['EducationID']\n",
    "    #print (db_idx)\n",
    "    block= db[db.LEAIDs == db_idx]\n",
    "    choices = block.norm_SCH_NAME\n",
    "    #choices = choices.map(lambda x: handle_words(x, exclude = SCHOOL_NOISYWORDS))\n",
    "    #choices = handle_strings(choices, set(SCHOOL_NOISYWORDS))\n",
    "    #print(choices)\n",
    "    levels_cant_match = ['SUPPORT', 'ADMINISTRATION']\n",
    "    #levels = df.loc[idx]['level']\n",
    "    #print (levels)\n",
    "    #sort out the support and admin buildings as these are not in NCES.  Don't try to match them in else.\n",
    "    \n",
    "    level = df.loc[idx]['level']\n",
    "    \n",
    "    match = True\n",
    "    for lev in level:\n",
    "        if lev.upper() in levels_cant_match:\n",
    "            match = False\n",
    "    \n",
    "    if match == True:\n",
    "   \n",
    "        result = process.extractBests(query, choices)\n",
    "    \n",
    "    \n",
    "        # convert best_idx to best_SCHID\n",
    "\n",
    "        new_result = []\n",
    "\n",
    "        for tup in result:\n",
    "            ndx = tup[2]\n",
    "            schid = db.loc[ndx]['SCHID'].astype(int)\n",
    "            new_tup = (tup[0], tup[1], schid)\n",
    "            new_result.append(new_tup)\n",
    "        \n",
    "        result = new_result\n",
    "   \n",
    "    \n",
    "    else:\n",
    "        result = []\n",
    "    \n",
    "    \n",
    "        \n",
    "    \n",
    "    \n",
    "    results.append(result)   \n",
    "      \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['results'] = results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def ret_list(ls, ndx = 0):\n",
    "    if ls != []:\n",
    "        return ls[0][ndx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['match']= df.results.map(ret_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['score']= df.results.map(lambda x: ret_list(x, ndx = 1) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df[['EducationID','results', 'normLocDesc', 'level', 'match', 'score']].to_excel(\"Sample_match.xlsx\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "567     [(DEWITT HIGH SCHOOL, 100, 500216), (DEWITT MI...\n",
       "568     [(GILLETT ELEMENTARY SCHOOL, 100, 500391), (DE...\n",
       "569     [(DEWITT MIDDLE SCHOOL, 100, 500217), (DEWITT ...\n",
       "570     [(DEWITT ELEMENTARY SCHOOL, 100, 500218), (GIL...\n",
       "571     [(DEWITT MIDDLE SCHOOL, 57, 500217), (DEWITT H...\n",
       "572                                                    []\n",
       "573     [(DEWITT HIGH SCHOOL, 50, 500216), (DEWITT MID...\n",
       "574     [(DEWITT HIGH SCHOOL, 81, 500216), (GILLETT EL...\n",
       "575                                                    []\n",
       "135     [(WARREN HIGH SCHOOL DISTRICT CONVERSION CHART...\n",
       "132     [(EASTSIDE NEW VISION CHARTER SCHOOL, 86, 5011...\n",
       "136     [(SEACBEC WARREN, 90, 500543), (EASTSIDE NEW V...\n",
       "137                                                    []\n",
       "138     [(WARREN HIGH SCHOOL DISTRICT CONVERSION CHART...\n",
       "139     [(SEACBEC WARREN, 45, 500543), (WARREN HIGH SC...\n",
       "140                                                    []\n",
       "133     [(WARREN HIGH SCHOOL DISTRICT CONVERSION CHART...\n",
       "134     [(WARREN MIDDLE SCHOOL, 90, 501334), (EASTSIDE...\n",
       "1110                                                   []\n",
       "1111    [(PARK ELEMENTARY SCHOOL, 100, 500192), (CENTR...\n",
       "1109    [(CORNING HIGH SCHOOL, 100, 500191), (CENTRAL ...\n",
       "1126    [(RIVERSIDE EAST ELEMENTARY SCHOOL, 95, 501285...\n",
       "1128    [(RIVERSIDE HIGH SCHOOL, 86, 501538), (RIVERSI...\n",
       "1127    [(RIVERSIDE EAST ELEMENTARY SCHOOL, 86, 501285...\n",
       "1125    [(RIVERSIDE WEST ELEMENTARY SCHOOL, 95, 501287...\n",
       "769                                                    []\n",
       "760     [(SHERIDAN ELEMENTARY SCHOOL, 100, 500996), (S...\n",
       "761     [(SHERIDAN MIDDLE SCHOOL, 100, 500998), (SHERI...\n",
       "762     [(EAST END ELEMENTARY SCHOOL, 100, 500995), (S...\n",
       "763     [(SHERIDAN HIGH SCHOOL, 60, 500997), (SHERIDAN...\n",
       "                              ...                        \n",
       "114                                                    []\n",
       "113     [(WOODLAWN HIGH SCHOOL, 95, 501172), (WOODLAWN...\n",
       "123     [(WOODLAWN HIGH SCHOOL, 40, 501172), (WOODLAWN...\n",
       "124     [(WOODLAWN HIGH SCHOOL, 31, 501172), (WOODLAWN...\n",
       "1052                                                   []\n",
       "1051                                                   []\n",
       "1050    [(WYNNE PRIMARY SCHOOL, 48, 501175), (WYNNE HI...\n",
       "1049    [(WYNNE INTERMEDIATE SCHOOL, 36, 501173), (WYN...\n",
       "1048    [(WYNNE PRIMARY SCHOOL, 95, 501175), (WYNNE HI...\n",
       "1047    [(WYNNE HIGH SCHOOL, 95, 501176), (WYNNE JUNIO...\n",
       "1046    [(WYNNE INTERMEDIATE SCHOOL, 95, 501173), (WYN...\n",
       "1053    [(WYNNE JUNIOR HIGH SCHOOL, 95, 501174), (WYNN...\n",
       "1393    [(YELLVILLE SUMMIT ELEMENTARY SCHOOL, 36, 5011...\n",
       "1390    [(YELLVILLE SUMMIT HIGH SCHOOL, 100, 501178), ...\n",
       "1397    [(YELLVILLE SUMMIT ELEMENTARY SCHOOL, 30, 5011...\n",
       "1396    [(YELLVILLE SUMMIT ELEMENTARY SCHOOL, 36, 5011...\n",
       "1395    [(YELLVILLE SUMMIT ELEMENTARY SCHOOL, 32, 5011...\n",
       "1394                                                   []\n",
       "1391    [(YELLVILLE SUMMIT ELEMENTARY SCHOOL, 100, 501...\n",
       "1392    [(YELLVILLE SUMMIT HIGH SCHOOL, 86, 501178), (...\n",
       "613                                                    []\n",
       "620                                                    []\n",
       "619                                                    []\n",
       "618                                                    []\n",
       "617                                                    []\n",
       "616                                                    []\n",
       "615                                                    []\n",
       "612                                                    []\n",
       "614                                                    []\n",
       "621                                                    []\n",
       "Name: results, Length: 1846, dtype: object"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['results']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['u_level'] = [set(x) if x else None for x in list(df.level)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "567                           {HIGH}\n",
       "568                     {ELEMENTARY}\n",
       "569                         {MIDDLE}\n",
       "570                     {ELEMENTARY}\n",
       "571                             None\n",
       "572                 {ADMINISTRATION}\n",
       "573                             None\n",
       "574                           {HIGH}\n",
       "575                        {SUPPORT}\n",
       "135                           {HIGH}\n",
       "132                             None\n",
       "136                             None\n",
       "137                 {ADMINISTRATION}\n",
       "138                             None\n",
       "139                             None\n",
       "140                        {SUPPORT}\n",
       "133                     {ELEMENTARY}\n",
       "134                         {MIDDLE}\n",
       "1110    {ADMINISTRATION, ELEMENTARY}\n",
       "1111                    {ELEMENTARY}\n",
       "1109                          {HIGH}\n",
       "1126                    {ELEMENTARY}\n",
       "1128                          {HIGH}\n",
       "1127                        {MIDDLE}\n",
       "1125                    {ELEMENTARY}\n",
       "769                 {ADMINISTRATION}\n",
       "760                     {ELEMENTARY}\n",
       "761                         {MIDDLE}\n",
       "762                     {ELEMENTARY}\n",
       "763                             None\n",
       "                    ...             \n",
       "114                 {ADMINISTRATION}\n",
       "113                           {HIGH}\n",
       "123                             None\n",
       "124                             None\n",
       "1052                {ADMINISTRATION}\n",
       "1051                {ADMINISTRATION}\n",
       "1050                            None\n",
       "1049                            None\n",
       "1048                            None\n",
       "1047                          {HIGH}\n",
       "1046                        {MIDDLE}\n",
       "1053                        {MIDDLE}\n",
       "1393                            None\n",
       "1390                          {HIGH}\n",
       "1397                            None\n",
       "1396                            None\n",
       "1395                            None\n",
       "1394                {ADMINISTRATION}\n",
       "1391                    {ELEMENTARY}\n",
       "1392                        {MIDDLE}\n",
       "613                     {ELEMENTARY}\n",
       "620                             None\n",
       "619                     {ELEMENTARY}\n",
       "618                     {ELEMENTARY}\n",
       "617                     {ELEMENTARY}\n",
       "616                     {ELEMENTARY}\n",
       "615                     {ELEMENTARY}\n",
       "612                         {MIDDLE}\n",
       "614                           {HIGH}\n",
       "621                 {ADMINISTRATION}\n",
       "Name: u_level, Length: 1846, dtype: object"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['u_level']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "567                           [HIGH]\n",
       "568                     [ELEMENTARY]\n",
       "569                         [MIDDLE]\n",
       "570                     [ELEMENTARY]\n",
       "571                             None\n",
       "572                 [ADMINISTRATION]\n",
       "573                             None\n",
       "574                           [HIGH]\n",
       "575                        [SUPPORT]\n",
       "135                           [HIGH]\n",
       "132                             None\n",
       "136                             None\n",
       "137                 [ADMINISTRATION]\n",
       "138                             None\n",
       "139                             None\n",
       "140                        [SUPPORT]\n",
       "133                     [ELEMENTARY]\n",
       "134                         [MIDDLE]\n",
       "1110    [ADMINISTRATION, ELEMENTARY]\n",
       "1111                    [ELEMENTARY]\n",
       "1109                          [HIGH]\n",
       "1126                    [ELEMENTARY]\n",
       "1128                          [HIGH]\n",
       "1127                        [MIDDLE]\n",
       "1125                    [ELEMENTARY]\n",
       "769                 [ADMINISTRATION]\n",
       "760                     [ELEMENTARY]\n",
       "761                         [MIDDLE]\n",
       "762                     [ELEMENTARY]\n",
       "763                             None\n",
       "                    ...             \n",
       "114                 [ADMINISTRATION]\n",
       "113                           [HIGH]\n",
       "123                             None\n",
       "124                             None\n",
       "1052                [ADMINISTRATION]\n",
       "1051                [ADMINISTRATION]\n",
       "1050                            None\n",
       "1049                            None\n",
       "1048                            None\n",
       "1047                          [HIGH]\n",
       "1046                        [MIDDLE]\n",
       "1053                        [MIDDLE]\n",
       "1393                            None\n",
       "1390                          [HIGH]\n",
       "1397                            None\n",
       "1396                            None\n",
       "1395                            None\n",
       "1394                [ADMINISTRATION]\n",
       "1391                    [ELEMENTARY]\n",
       "1392                        [MIDDLE]\n",
       "613                     [ELEMENTARY]\n",
       "620                             None\n",
       "619                     [ELEMENTARY]\n",
       "618                     [ELEMENTARY]\n",
       "617                     [ELEMENTARY]\n",
       "616                     [ELEMENTARY]\n",
       "615                     [ELEMENTARY]\n",
       "612                         [MIDDLE]\n",
       "614                           [HIGH]\n",
       "621                 [ADMINISTRATION]\n",
       "Name: u_level, Length: 1846, dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.u_level = [list(x) if x is not None else None for x in df.u_level]\n",
    "df.u_level"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Try to match using an approach that tokenizes and uses TFIDF techniques to give more weight to words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nltk\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = df.normLocDesc.values\n",
    "X\n",
    "vectorizer = TfidfVectorizer(ngram_range=(1,1))\n",
    "dtm = vectorizer.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<1846x1105 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 5146 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'dewitt': 335,\n",
       " 'high': 506,\n",
       " 'school': 880,\n",
       " 'gillett': 445,\n",
       " 'elementary': 370,\n",
       " 'middle': 687,\n",
       " 'special': 930,\n",
       " 'services': 896,\n",
       " 'administration': 82,\n",
       " 'building': 199,\n",
       " 'all': 95,\n",
       " 'buildings': 201,\n",
       " 'maintenancebus': 644,\n",
       " 'shop': 907,\n",
       " 'warren': 1045,\n",
       " 'eastside': 359,\n",
       " 'primary': 817,\n",
       " 'seacbec': 889,\n",
       " 'cultural': 307,\n",
       " 'center': 238,\n",
       " 'parenting': 771,\n",
       " 'food': 409,\n",
       " 'service': 895,\n",
       " 'warehouse': 1043,\n",
       " 'brunson': 196,\n",
       " 'central': 242,\n",
       " 'park': 772,\n",
       " 'corning': 289,\n",
       " 'east': 357,\n",
       " 'senior': 892,\n",
       " 'schooljr': 881,\n",
       " 'junior': 575,\n",
       " 'west': 1053,\n",
       " 'sheridan': 904,\n",
       " 'end': 381,\n",
       " 'nan': 713,\n",
       " 'intermediate': 542,\n",
       " 'alc': 91,\n",
       " 'freshman': 423,\n",
       " 'academy': 72,\n",
       " 'schools': 882,\n",
       " 'bus': 205,\n",
       " 'barn': 144,\n",
       " 'preschool': 815,\n",
       " 'multi': 707,\n",
       " 'purpose': 826,\n",
       " 'bldg': 173,\n",
       " 'agriculture': 88,\n",
       " 'safe': 875,\n",
       " 'room': 870,\n",
       " 'ram': 832,\n",
       " 'cafeteria': 215,\n",
       " 'garage': 431,\n",
       " 'oak': 735,\n",
       " 'grove': 466,\n",
       " 'baldwin': 137,\n",
       " 'of': 744,\n",
       " 'the': 983,\n",
       " '21st': 50,\n",
       " 'century': 243,\n",
       " 'woodrow': 1081,\n",
       " 'wilson': 1072,\n",
       " 'paragould': 770,\n",
       " 'office': 746,\n",
       " 'new': 717,\n",
       " 'horizons': 523,\n",
       " 'gaston': 436,\n",
       " 'house': 525,\n",
       " 'batesville': 150,\n",
       " 'old': 750,\n",
       " 'white': 1059,\n",
       " 'river': 857,\n",
       " 'campus': 223,\n",
       " 'physical': 791,\n",
       " 'planttransportation': 801,\n",
       " 'sulphur': 962,\n",
       " 'rock': 866,\n",
       " 'magnet': 638,\n",
       " 'programs': 822,\n",
       " 'desha': 332,\n",
       " 'pre': 813,\n",
       " 'site': 914,\n",
       " 'technology': 978,\n",
       " 'eagle': 354,\n",
       " 'mountain': 703,\n",
       " 'juvinile': 576,\n",
       " 'detention': 333,\n",
       " 'midland': 688,\n",
       " 'izard': 548,\n",
       " 'county': 293,\n",
       " 'newport': 719,\n",
       " 'albright': 90,\n",
       " 'castleberry': 232,\n",
       " 'pine': 793,\n",
       " 'bluff': 177,\n",
       " 'southwood': 928,\n",
       " 'forrest': 417,\n",
       " 'greenville': 461,\n",
       " 'jack': 549,\n",
       " 'robey': 864,\n",
       " 'belair': 158,\n",
       " 'broadmoor': 193,\n",
       " 'thirty': 985,\n",
       " 'fourth': 418,\n",
       " 'ave': 132,\n",
       " 'maintenancetransportation': 647,\n",
       " 'giftedtalented': 444,\n",
       " 'scoggins': 885,\n",
       " 'may': 667,\n",
       " 'hall': 474,\n",
       " 'jordan': 567,\n",
       " 'chanay': 245,\n",
       " 'southeast': 925,\n",
       " 'first': 405,\n",
       " 'ward': 1042,\n",
       " 'cheney': 251,\n",
       " 'zz': 1096,\n",
       " 'do': 339,\n",
       " 'not': 730,\n",
       " 'use': 1021,\n",
       " 'jimmy': 561,\n",
       " 'brown': 194,\n",
       " 'star': 944,\n",
       " 'city': 258,\n",
       " 'lower': 627,\n",
       " 'elementaryschool': 372,\n",
       " 'k2': 577,\n",
       " 'upper': 1020,\n",
       " '35': 56,\n",
       " 'grade': 456,\n",
       " 'athletic': 127,\n",
       " 'complex': 274,\n",
       " '12': 29,\n",
       " 'grades': 457,\n",
       " 'nevada': 716,\n",
       " 'football': 410,\n",
       " 'field': 400,\n",
       " 'baseball': 146,\n",
       " 'elementarymiddle': 371,\n",
       " 'belleville': 160,\n",
       " 'havana': 489,\n",
       " '62117': 66,\n",
       " '11': 26,\n",
       " 'ft': 425,\n",
       " 'hill': 508,\n",
       " '00': 0,\n",
       " '31417': 55,\n",
       " '19': 38,\n",
       " 'wilmot': 1071,\n",
       " 'portland': 811,\n",
       " '27': 51,\n",
       " '18': 36,\n",
       " 'hamburg': 476,\n",
       " '17': 34,\n",
       " 'nobleallbritton': 722,\n",
       " '20': 45,\n",
       " 'nelson': 714,\n",
       " 'wilks': 1066,\n",
       " 'herron': 504,\n",
       " 'home': 518,\n",
       " 'hackler': 473,\n",
       " 'guy': 468,\n",
       " 'berry': 167,\n",
       " 'headstart': 493,\n",
       " 'transportaion': 999,\n",
       " 'pinkston': 795,\n",
       " 'kindergarten': 585,\n",
       " 'magnolia': 639,\n",
       " 'walker': 1039,\n",
       " 'ale': 92,\n",
       " 'adult': 86,\n",
       " 'education': 363,\n",
       " 'side': 910,\n",
       " 'kindergarden': 584,\n",
       " 'rivercrest': 858,\n",
       " 'zzz': 1098,\n",
       " 'so': 919,\n",
       " 'miss': 694,\n",
       " 'co': 267,\n",
       " 'manila': 650,\n",
       " 'elementarty': 369,\n",
       " 'trumann': 1007,\n",
       " 'cedar': 236,\n",
       " 'poinsett': 805,\n",
       " 'lepanto': 607,\n",
       " 'tyronza': 1013,\n",
       " 'district': 337,\n",
       " 'wide': 1064,\n",
       " 'de': 322,\n",
       " 'queen': 829,\n",
       " 'lockesburg': 620,\n",
       " 'dequeen': 330,\n",
       " 'locations': 619,\n",
       " 'palestine': 768,\n",
       " 'wheatley': 1058,\n",
       " 'gymnasium': 470,\n",
       " 'gym': 469,\n",
       " 'kbc': 578,\n",
       " '1200': 30,\n",
       " 'byrum': 210,\n",
       " 'road': 861,\n",
       " 'fccps': 395,\n",
       " 'ela': 367,\n",
       " 'historic': 512,\n",
       " 'beech': 157,\n",
       " 'crest': 300,\n",
       " 'performing': 785,\n",
       " 'arts': 123,\n",
       " '411': 57,\n",
       " 'ohio': 749,\n",
       " 'bcps': 154,\n",
       " 'malco': 648,\n",
       " 'depot': 327,\n",
       " 'dchs': 320,\n",
       " 'dcps': 321,\n",
       " 'maintenance': 642,\n",
       " 'stamps': 943,\n",
       " 'sports': 934,\n",
       " 'baseballsoftball': 147,\n",
       " 'cleveland': 263,\n",
       " 'head': 492,\n",
       " 'start': 945,\n",
       " 'rison': 856,\n",
       " 'on': 753,\n",
       " 'timberwolf': 991,\n",
       " 'drive': 347,\n",
       " 'busmaint': 206,\n",
       " 'newark': 718,\n",
       " 'ridge': 853,\n",
       " 'useoil': 1024,\n",
       " 'trough': 1006,\n",
       " 'cord': 288,\n",
       " 'charlotte': 248,\n",
       " 'strawberry': 953,\n",
       " 'lynn': 631,\n",
       " 'hillcrest': 509,\n",
       " 'mt': 705,\n",
       " 'judea': 570,\n",
       " 'deer': 324,\n",
       " 'zzzzzdonotusezzzacorn': 1101,\n",
       " 'ag': 87,\n",
       " 'zzzzzdonotusezzzoden': 1102,\n",
       " 'oden': 742,\n",
       " 'acorn': 74,\n",
       " 'st': 940,\n",
       " 'joe': 564,\n",
       " 'omsd': 752,\n",
       " 'western': 1055,\n",
       " 'bruno': 195,\n",
       " 'pyatt': 827,\n",
       " 'two': 1012,\n",
       " 'rivers': 859,\n",
       " 'plainview': 798,\n",
       " 'walnut': 1040,\n",
       " 'wickes': 1063,\n",
       " 'van': 1028,\n",
       " 'cove': 295,\n",
       " 'cossatot': 290,\n",
       " 'umpire': 1017,\n",
       " 'stadium': 941,\n",
       " 'alpena': 100,\n",
       " 'arkadelphia': 116,\n",
       " 'peake': 783,\n",
       " 'louisa': 624,\n",
       " 'perritt': 788,\n",
       " 'armorel': 118,\n",
       " 'ashdown': 125,\n",
       " 'franks': 422,\n",
       " 'support': 967,\n",
       " 'margaret': 653,\n",
       " 'daniel': 313,\n",
       " 'lf': 611,\n",
       " 'henderson': 499,\n",
       " 'interm': 541,\n",
       " 'abc': 71,\n",
       " 'classrooms': 261,\n",
       " 'for': 411,\n",
       " 'augusta': 130,\n",
       " 'entire': 382,\n",
       " 'hl': 513,\n",
       " 'lubker': 629,\n",
       " 'bald': 136,\n",
       " 'knob': 591,\n",
       " 'bld': 172,\n",
       " 'dnu': 338,\n",
       " 'phe': 790,\n",
       " 'offices': 748,\n",
       " 'transportation': 1000,\n",
       " 'haven': 490,\n",
       " 'bms': 179,\n",
       " 'bauxite': 151,\n",
       " 'main': 640,\n",
       " 'athletics': 128,\n",
       " 'north': 725,\n",
       " 'cafeterias': 217,\n",
       " 'mcrae': 672,\n",
       " 'beebe': 156,\n",
       " '4th': 59,\n",
       " 'early': 356,\n",
       " 'childhood': 256,\n",
       " '204': 48,\n",
       " 'cox': 297,\n",
       " 'street': 954,\n",
       " 'ringgold': 855,\n",
       " '536': 63,\n",
       " 'caldwell': 219,\n",
       " '1800': 37,\n",
       " 'sevier': 899,\n",
       " 'bldg207': 174,\n",
       " 'conway': 283,\n",
       " 'shed': 903,\n",
       " 'market': 657,\n",
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       " 'lowell': 626,\n",
       " 'bonnie': 183,\n",
       " 'grimes': 464,\n",
       " 'bud': 198,\n",
       " 'london': 621,\n",
       " 'dwight': 353,\n",
       " 'crawford': 298,\n",
       " 'valley': 1027,\n",
       " 'oakland': 739,\n",
       " 'mgc': 684,\n",
       " 'sequoyah': 894,\n",
       " 'actc': 75,\n",
       " 'scranton': 887,\n",
       " 'sidney': 911,\n",
       " 'deener': 323,\n",
       " 'ahlf': 89,\n",
       " 'lion': 616,\n",
       " 'southwest': 927,\n",
       " 'searcy': 890,\n",
       " 'salc': 877,\n",
       " 'siloam': 912,\n",
       " 'allen': 96,\n",
       " 'norphlet': 724,\n",
       " 'smackover': 916,\n",
       " 'morrilton': 701,\n",
       " 'superintendent': 965,\n",
       " 'allison': 97,\n",
       " 'residence': 846,\n",
       " 'spring': 936,\n",
       " 'childersknapp': 255,\n",
       " 'layman': 602,\n",
       " 'cannon': 224,\n",
       " 'indoor': 538,\n",
       " 'hhs': 505,\n",
       " 'video': 1032,\n",
       " ...}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorizer.vocabulary_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <th>19</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1817</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1821</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1822</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1823</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1824</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1825</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1826</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1828</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1829</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1846 rows × 1105 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       00  000  004  007   04  051  052  053  054  055    ...     zdistrict  \\\n",
       "0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "5     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "6     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "7     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "8     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "9     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "10    0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
       "11    0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    ...           0.0   \n",
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       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...    ...           ...   \n",
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       "\n",
       "       zz  zzdo  zzz  zzzdo  zzzzz  zzzzzdonotusezzzacorn  \\\n",
       "0     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
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       "3     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "4     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "5     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "6     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "7     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "8     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "9     0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "10    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "11    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
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       "13    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "14    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "15    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "16    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "17    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "18    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "19    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "20    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
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       "25    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
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       "27    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "28    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "29    0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "...   ...   ...  ...    ...    ...                    ...   \n",
       "1816  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
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       "1826  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1827  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1828  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
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       "1830  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
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       "1833  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1834  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1835  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1836  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1837  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1838  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1839  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1840  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1841  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1842  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1843  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1844  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "1845  0.0   0.0  0.0    0.0    0.0                    0.0   \n",
       "\n",
       "      zzzzzdonotusezzzoden  zzzzzz  zzzzzzdo  \n",
       "0                      0.0     0.0       0.0  \n",
       "1                      0.0     0.0       0.0  \n",
       "2                      0.0     0.0       0.0  \n",
       "3                      0.0     0.0       0.0  \n",
       "4                      0.0     0.0       0.0  \n",
       "5                      0.0     0.0       0.0  \n",
       "6                      0.0     0.0       0.0  \n",
       "7                      0.0     0.0       0.0  \n",
       "8                      0.0     0.0       0.0  \n",
       "9                      0.0     0.0       0.0  \n",
       "10                     0.0     0.0       0.0  \n",
       "11                     0.0     0.0       0.0  \n",
       "12                     0.0     0.0       0.0  \n",
       "13                     0.0     0.0       0.0  \n",
       "14                     0.0     0.0       0.0  \n",
       "15                     0.0     0.0       0.0  \n",
       "16                     0.0     0.0       0.0  \n",
       "17                     0.0     0.0       0.0  \n",
       "18                     0.0     0.0       0.0  \n",
       "19                     0.0     0.0       0.0  \n",
       "20                     0.0     0.0       0.0  \n",
       "21                     0.0     0.0       0.0  \n",
       "22                     0.0     0.0       0.0  \n",
       "23                     0.0     0.0       0.0  \n",
       "24                     0.0     0.0       0.0  \n",
       "25                     0.0     0.0       0.0  \n",
       "26                     0.0     0.0       0.0  \n",
       "27                     0.0     0.0       0.0  \n",
       "28                     0.0     0.0       0.0  \n",
       "29                     0.0     0.0       0.0  \n",
       "...                    ...     ...       ...  \n",
       "1816                   0.0     0.0       0.0  \n",
       "1817                   0.0     0.0       0.0  \n",
       "1818                   0.0     0.0       0.0  \n",
       "1819                   0.0     0.0       0.0  \n",
       "1820                   0.0     0.0       0.0  \n",
       "1821                   0.0     0.0       0.0  \n",
       "1822                   0.0     0.0       0.0  \n",
       "1823                   0.0     0.0       0.0  \n",
       "1824                   0.0     0.0       0.0  \n",
       "1825                   0.0     0.0       0.0  \n",
       "1826                   0.0     0.0       0.0  \n",
       "1827                   0.0     0.0       0.0  \n",
       "1828                   0.0     0.0       0.0  \n",
       "1829                   0.0     0.0       0.0  \n",
       "1830                   0.0     0.0       0.0  \n",
       "1831                   0.0     0.0       0.0  \n",
       "1832                   0.0     0.0       0.0  \n",
       "1833                   0.0     0.0       0.0  \n",
       "1834                   0.0     0.0       0.0  \n",
       "1835                   0.0     0.0       0.0  \n",
       "1836                   0.0     0.0       0.0  \n",
       "1837                   0.0     0.0       0.0  \n",
       "1838                   0.0     0.0       0.0  \n",
       "1839                   0.0     0.0       0.0  \n",
       "1840                   0.0     0.0       0.0  \n",
       "1841                   0.0     0.0       0.0  \n",
       "1842                   0.0     0.0       0.0  \n",
       "1843                   0.0     0.0       0.0  \n",
       "1844                   0.0     0.0       0.0  \n",
       "1845                   0.0     0.0       0.0  \n",
       "\n",
       "[1846 rows x 1105 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtm_df = pd.DataFrame(data = dtm.A, columns = vectorizer.get_feature_names())\n",
    "dtm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['00',\n",
       " '000',\n",
       " '004',\n",
       " '007',\n",
       " '04',\n",
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       " 'activities',\n",
       " 'activity',\n",
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       " 'adminbus',\n",
       " 'admincafedistrictmusic',\n",
       " 'administration',\n",
       " 'administrative',\n",
       " 'administrativesupport',\n",
       " 'adminnew',\n",
       " 'adult',\n",
       " 'ag',\n",
       " 'agriculture',\n",
       " 'ahlf',\n",
       " 'albright',\n",
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       " 'alecareer',\n",
       " 'alemain',\n",
       " 'all',\n",
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       " 'augusta',\n",
       " 'austin',\n",
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       " 'avondale',\n",
       " 'badgett',\n",
       " 'baker',\n",
       " 'bald',\n",
       " 'baldwin',\n",
       " 'bale',\n",
       " 'ballman',\n",
       " 'band',\n",
       " 'baring',\n",
       " 'barker',\n",
       " 'barling',\n",
       " 'barn',\n",
       " 'barton',\n",
       " 'baseball',\n",
       " 'baseballsoftball',\n",
       " 'baseline',\n",
       " 'bates',\n",
       " 'batesville',\n",
       " 'bauxite',\n",
       " 'bayou',\n",
       " 'bayyari',\n",
       " 'bcps',\n",
       " 'beard',\n",
       " 'beebe',\n",
       " 'beech',\n",
       " 'belair',\n",
       " 'belle',\n",
       " 'belleville',\n",
       " 'bellview',\n",
       " 'belwood',\n",
       " 'benton',\n",
       " 'bentonville',\n",
       " 'ber',\n",
       " 'bernice',\n",
       " 'berry',\n",
       " 'beryl',\n",
       " 'bethel',\n",
       " 'birch',\n",
       " 'bird',\n",
       " 'bld',\n",
       " 'bldg',\n",
       " 'bldg207',\n",
       " 'blding',\n",
       " 'blevins',\n",
       " 'bluff',\n",
       " 'blytheville',\n",
       " 'bms',\n",
       " 'bob',\n",
       " 'bond',\n",
       " 'bonneville',\n",
       " 'bonnie',\n",
       " 'booker',\n",
       " 'boone',\n",
       " 'border',\n",
       " 'bps',\n",
       " 'bradford',\n",
       " 'brady',\n",
       " 'bragg',\n",
       " 'bridges',\n",
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       " 'building',\n",
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       " 'buildings',\n",
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       " 'bwhs',\n",
       " 'byrum',\n",
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       " 'calico',\n",
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       " 'camp',\n",
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       " 'cannon',\n",
       " 'care',\n",
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       " 'centerton',\n",
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       " 'chaffin',\n",
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       " 'charlotte',\n",
       " 'charter',\n",
       " 'chenal',\n",
       " 'cheney',\n",
       " 'cherokee',\n",
       " 'chicot',\n",
       " 'child',\n",
       " 'childersknapp',\n",
       " 'childhood',\n",
       " 'ciaa',\n",
       " 'city',\n",
       " 'clarksville',\n",
       " 'classes',\n",
       " 'classrooms',\n",
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       " 'cross',\n",
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       " 'dermott',\n",
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       " 'drive',\n",
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       " 'eileens',\n",
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       " 'elementaryschool',\n",
       " 'elemhigh',\n",
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       " 'elmiddle',\n",
       " 'elmwood',\n",
       " 'elza',\n",
       " 'empty',\n",
       " 'end',\n",
       " 'entire',\n",
       " 'environment',\n",
       " 'esadmin',\n",
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       " 'euper',\n",
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       " 'facility',\n",
       " 'fair',\n",
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       " 'fccps',\n",
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       " 'fedsped',\n",
       " 'felder',\n",
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       " 'field',\n",
       " 'fieldconsession',\n",
       " 'fieldhouse',\n",
       " 'fields',\n",
       " 'fine',\n",
       " 'first',\n",
       " 'flippin',\n",
       " 'florence',\n",
       " 'folsom',\n",
       " 'food',\n",
       " 'football',\n",
       " 'for',\n",
       " 'foreman',\n",
       " 'forest',\n",
       " 'fork',\n",
       " 'former',\n",
       " 'formerly',\n",
       " 'forrest',\n",
       " 'fourth',\n",
       " 'fox',\n",
       " 'frank',\n",
       " 'franklin',\n",
       " 'franks',\n",
       " 'freshman',\n",
       " 'fs',\n",
       " 'ft',\n",
       " 'fulbright',\n",
       " 'fuller',\n",
       " 'furniture',\n",
       " 'gamble',\n",
       " 'gandy',\n",
       " 'garage',\n",
       " 'gardner',\n",
       " 'garfield',\n",
       " 'garland',\n",
       " 'gary',\n",
       " 'gaston',\n",
       " 'genoa',\n",
       " 'gentry',\n",
       " 'george',\n",
       " 'ges',\n",
       " 'geyer',\n",
       " 'ghs',\n",
       " 'gibbs',\n",
       " 'giftedtalented',\n",
       " 'gillett',\n",
       " 'gilliam',\n",
       " 'gist',\n",
       " 'glen',\n",
       " 'glenn',\n",
       " 'glenview',\n",
       " 'gms',\n",
       " 'goforth',\n",
       " 'goodwin',\n",
       " 'gr',\n",
       " 'grace',\n",
       " 'grade',\n",
       " 'grades',\n",
       " 'grant',\n",
       " 'gravette',\n",
       " 'green',\n",
       " 'greenville',\n",
       " 'greenwood',\n",
       " 'greer',\n",
       " 'grimes',\n",
       " 'grounds',\n",
       " 'grove',\n",
       " 'gurdon',\n",
       " 'guy',\n",
       " 'gym',\n",
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       " 'gymnastic',\n",
       " 'hackett',\n",
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       " 'hall',\n",
       " 'hallway',\n",
       " 'hamburg',\n",
       " 'hamilton',\n",
       " 'happy',\n",
       " 'haps',\n",
       " 'har',\n",
       " 'hardin',\n",
       " 'harmony',\n",
       " 'harp',\n",
       " 'harris',\n",
       " 'harrisburg',\n",
       " 'harrison',\n",
       " 'harsham',\n",
       " 'hartford',\n",
       " 'havana',\n",
       " 'haven',\n",
       " 'hazen',\n",
       " 'head',\n",
       " 'headstart',\n",
       " 'health',\n",
       " 'hector',\n",
       " 'heights',\n",
       " 'helen',\n",
       " 'hellstern',\n",
       " 'henderson',\n",
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       " 'herron',\n",
       " 'hhs',\n",
       " 'high',\n",
       " 'highland',\n",
       " 'hill',\n",
       " 'hillcrest',\n",
       " 'hills',\n",
       " 'hippy',\n",
       " 'historic',\n",
       " 'hl',\n",
       " 'holcomb',\n",
       " 'hollow',\n",
       " 'holly',\n",
       " 'holt',\n",
       " 'home',\n",
       " 'homer',\n",
       " 'hoover',\n",
       " 'hope',\n",
       " 'horatio',\n",
       " 'horizons',\n",
       " 'hot',\n",
       " 'house',\n",
       " 'houses',\n",
       " 'howard',\n",
       " 'hsd',\n",
       " 'hsms',\n",
       " 'hugh',\n",
       " 'hunt',\n",
       " 'huntsville',\n",
       " 'hurricane',\n",
       " 'huttig',\n",
       " 'hylton',\n",
       " 'ida',\n",
       " 'indian',\n",
       " 'indoor',\n",
       " 'inermediate',\n",
       " 'interdistrict',\n",
       " 'interm',\n",
       " 'intermediate',\n",
       " 'international',\n",
       " 'irc',\n",
       " 'is',\n",
       " 'ish',\n",
       " 'ivory',\n",
       " 'izard',\n",
       " 'jack',\n",
       " 'jackson',\n",
       " 'jacksonville',\n",
       " 'james',\n",
       " 'janie',\n",
       " 'jasper',\n",
       " 'jefferson',\n",
       " 'jerry',\n",
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       " 'jim',\n",
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       " 'jnpsd',\n",
       " 'jo',\n",
       " 'joe',\n",
       " 'jones',\n",
       " 'jonesboro',\n",
       " 'jordan',\n",
       " 'jrotc',\n",
       " 'jtl',\n",
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       " 'julia',\n",
       " 'jump',\n",
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       " 'junction',\n",
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       " 'kilpatrick',\n",
       " 'kimmons',\n",
       " 'kindergarden',\n",
       " 'kindergarten',\n",
       " 'king',\n",
       " 'kingston',\n",
       " 'kirksey',\n",
       " 'kitchen',\n",
       " 'kithen',\n",
       " 'knob',\n",
       " 'kraus',\n",
       " 'lab',\n",
       " 'laidlaw',\n",
       " 'lakeside',\n",
       " 'lakewood',\n",
       " 'landmark',\n",
       " 'lane',\n",
       " 'langston',\n",
       " 'laundry',\n",
       " 'lawson',\n",
       " 'layman',\n",
       " 'learning',\n",
       " 'learningesl',\n",
       " 'ledbetter',\n",
       " 'lee',\n",
       " 'lepanto',\n",
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       " 'leverett',\n",
       " 'lewis',\n",
       " 'lf',\n",
       " 'library',\n",
       " 'librarynurses',\n",
       " 'lincoln',\n",
       " 'lingle',\n",
       " 'lion',\n",
       " 'little',\n",
       " 'location',\n",
       " 'locations',\n",
       " 'lockesburg',\n",
       " 'london',\n",
       " 'lonoke',\n",
       " 'lot',\n",
       " 'louisa',\n",
       " 'louise',\n",
       " 'lowell',\n",
       " 'lower',\n",
       " 'lrsd',\n",
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       " 'mabelvale',\n",
       " 'macarthur',\n",
       " 'maddux',\n",
       " 'madison',\n",
       " 'mae',\n",
       " 'magness',\n",
       " 'magnet',\n",
       " 'magnolia',\n",
       " 'main',\n",
       " 'maint',\n",
       " 'maintenance',\n",
       " 'maintenancealebus',\n",
       " 'maintenancebus',\n",
       " 'maintenancefood',\n",
       " 'maintenancesecuritywarehousefood',\n",
       " 'maintenancetransportation',\n",
       " 'malco',\n",
       " 'malvern',\n",
       " 'manila',\n",
       " 'mann',\n",
       " 'mar',\n",
       " 'margaret',\n",
       " 'marguerite',\n",
       " 'marion',\n",
       " 'marked',\n",
       " 'market',\n",
       " 'marshall',\n",
       " 'marvell',\n",
       " 'marvin',\n",
       " 'mary',\n",
       " 'math',\n",
       " 'mathias',\n",
       " 'matthews',\n",
       " 'mattison',\n",
       " 'maumelle',\n",
       " 'may',\n",
       " 'mcclellan',\n",
       " 'mcdermott',\n",
       " 'mcgehee',\n",
       " 'mcnair',\n",
       " 'mcrae',\n",
       " 'md',\n",
       " 'meadow',\n",
       " 'meadowcliff',\n",
       " 'meekins',\n",
       " 'melbourne',\n",
       " 'memorial',\n",
       " 'memphis',\n",
       " 'mena',\n",
       " 'mes',\n",
       " 'meto',\n",
       " 'metropolitan',\n",
       " 'mgc',\n",
       " 'mhs',\n",
       " 'micro',\n",
       " 'middle',\n",
       " 'midland',\n",
       " 'miller',\n",
       " 'mills',\n",
       " 'millsap',\n",
       " 'mineral',\n",
       " 'mis',\n",
       " 'miss',\n",
       " 'mms',\n",
       " 'monitor',\n",
       " 'moody',\n",
       " 'moore',\n",
       " 'morehead',\n",
       " 'morning',\n",
       " 'morrilton',\n",
       " 'morrison',\n",
       " 'mountain',\n",
       " 'mshs',\n",
       " 'mt',\n",
       " 'mulberry',\n",
       " 'multi',\n",
       " 'murmil',\n",
       " 'murrell',\n",
       " 'murry',\n",
       " 'music',\n",
       " 'na',\n",
       " 'nan',\n",
       " 'nelson',\n",
       " 'nettleton',\n",
       " 'nevada',\n",
       " 'new',\n",
       " 'newark',\n",
       " 'newport',\n",
       " 'nlr',\n",
       " 'nlrhs',\n",
       " 'nobleallbritton',\n",
       " 'norfork',\n",
       " 'norphlet',\n",
       " 'north',\n",
       " 'northridge',\n",
       " 'northside',\n",
       " 'northwest',\n",
       " 'northwood',\n",
       " 'not',\n",
       " 'npjsd',\n",
       " 'nursecopy',\n",
       " 'nutrition',\n",
       " 'nwa',\n",
       " 'oak',\n",
       " 'oakbrooke',\n",
       " 'oakdale',\n",
       " 'oakhurst',\n",
       " 'oakland',\n",
       " 'oaklawn',\n",
       " 'oark',\n",
       " 'oden',\n",
       " 'oec',\n",
       " 'of',\n",
       " 'off',\n",
       " 'office',\n",
       " 'officeauditorium',\n",
       " 'offices',\n",
       " 'ohio',\n",
       " 'old',\n",
       " 'omaha',\n",
       " 'omsd',\n",
       " 'on',\n",
       " 'one',\n",
       " 'operations',\n",
       " 'orr',\n",
       " 'osage',\n",
       " 'oscar',\n",
       " 'other',\n",
       " 'otter',\n",
       " 'ouachita',\n",
       " 'our',\n",
       " 'oursc',\n",
       " 'owen',\n",
       " 'owl',\n",
       " 'ozark',\n",
       " 'paisley',\n",
       " 'palestine',\n",
       " 'pangburn',\n",
       " 'paragould',\n",
       " 'parenting',\n",
       " 'park',\n",
       " 'parker',\n",
       " 'parkin',\n",
       " 'parking',\n",
       " 'parkview',\n",
       " 'paron',\n",
       " 'parson',\n",
       " 'paul',\n",
       " 'pdc',\n",
       " 'pe',\n",
       " 'peabody',\n",
       " 'peake',\n",
       " 'pelt',\n",
       " 'performing',\n",
       " 'perkins',\n",
       " 'perrin',\n",
       " 'perritt',\n",
       " 'perryville',\n",
       " 'phe',\n",
       " 'physical',\n",
       " 'pike',\n",
       " 'pine',\n",
       " 'pinewood',\n",
       " 'pinkston',\n",
       " 'pinnacle',\n",
       " 'pk',\n",
       " 'plainview',\n",
       " 'planning',\n",
       " 'plant',\n",
       " 'planttransportation',\n",
       " 'playground',\n",
       " 'pleasant',\n",
       " 'pocahontas',\n",
       " 'poinsett',\n",
       " 'point',\n",
       " 'pointe',\n",
       " 'poolold',\n",
       " 'pop',\n",
       " 'poplar',\n",
       " 'portland',\n",
       " 'pound',\n",
       " 'pre',\n",
       " 'prep',\n",
       " 'preschool',\n",
       " 'prescott',\n",
       " 'primary',\n",
       " 'print',\n",
       " 'procurement',\n",
       " 'production',\n",
       " 'professional',\n",
       " 'programs',\n",
       " 'property',\n",
       " 'pulaski',\n",
       " 'purchasingprinting',\n",
       " 'purpose',\n",
       " 'pyatt',\n",
       " 'pyron',\n",
       " 'queen',\n",
       " 'quigley',\n",
       " 'quitman',\n",
       " 'ram',\n",
       " 'ramay',\n",
       " 'ramsey',\n",
       " 'randall',\n",
       " 'razorback',\n",
       " 're',\n",
       " 'reagan',\n",
       " 'reap',\n",
       " 'rector',\n",
       " 'red',\n",
       " 'redwood',\n",
       " 'reed',\n",
       " 'rena',\n",
       " 'rental',\n",
       " 'residence',\n",
       " 'resource',\n",
       " 'retta',\n",
       " 'rfm',\n",
       " 'rglms',\n",
       " 'rhs',\n",
       " 'richland',\n",
       " 'ridge',\n",
       " 'ridgeroad',\n",
       " 'ringgold',\n",
       " 'rison',\n",
       " 'river',\n",
       " 'rivercrest',\n",
       " 'rivers',\n",
       " 'rjhs',\n",
       " 'road',\n",
       " 'robert',\n",
       " 'roberts',\n",
       " 'robey',\n",
       " 'robinson',\n",
       " 'rock',\n",
       " 'rockefeller',\n",
       " 'rogers',\n",
       " 'romine',\n",
       " 'room',\n",
       " 'root',\n",
       " 'rose',\n",
       " 'russell',\n",
       " 'ruth',\n",
       " 'safe',\n",
       " 'saint',\n",
       " 'salc',\n",
       " 'salem',\n",
       " 'sallie',\n",
       " 'school',\n",
       " 'schooljr',\n",
       " 'schools',\n",
       " 'schoool',\n",
       " 'science',\n",
       " 'scoggins',\n",
       " 'scott',\n",
       " 'scranton',\n",
       " 'sd',\n",
       " 'seacbec',\n",
       " 'searcy',\n",
       " 'security',\n",
       " 'senior',\n",
       " 'sep',\n",
       " 'sequoyah',\n",
       " 'service',\n",
       " 'services',\n",
       " 'servicetransportation',\n",
       " 'seventh',\n",
       " 'sevier',\n",
       " 'sewage',\n",
       " 'sewer',\n",
       " 'shaw',\n",
       " 'shed',\n",
       " 'sheridan',\n",
       " 'sheriifs',\n",
       " 'sherwood',\n",
       " 'shop',\n",
       " 'shopwarehouse',\n",
       " 'shs',\n",
       " 'side',\n",
       " 'sidney',\n",
       " 'siloam',\n",
       " 'simon',\n",
       " 'site',\n",
       " 'skyline',\n",
       " 'smackover',\n",
       " 'smith',\n",
       " 'smithers',\n",
       " 'so',\n",
       " 'society',\n",
       " 'softball',\n",
       " 'sonora',\n",
       " 'sophomore',\n",
       " 'south',\n",
       " 'southeast',\n",
       " 'southside',\n",
       " 'southwest',\n",
       " 'southwood',\n",
       " 'sparkman',\n",
       " 'special',\n",
       " 'sped',\n",
       " 'speechptot',\n",
       " 'spikes',\n",
       " 'sports',\n",
       " 'spradling',\n",
       " 'spring',\n",
       " 'springdale',\n",
       " 'springhill',\n",
       " 'springs',\n",
       " 'st',\n",
       " 'stadium',\n",
       " 'stagecoach',\n",
       " 'stamps',\n",
       " 'star',\n",
       " 'start',\n",
       " 'station',\n",
       " 'stem',\n",
       " 'stephens',\n",
       " 'stewart',\n",
       " 'stone',\n",
       " 'stop',\n",
       " 'storage',\n",
       " 'strawberry',\n",
       " 'street',\n",
       " 'strong',\n",
       " 'stuart',\n",
       " 'student',\n",
       " 'studies',\n",
       " 'stuttgart',\n",
       " 'success',\n",
       " 'sugar',\n",
       " 'sulphur',\n",
       " 'summit',\n",
       " 'sunnymede',\n",
       " 'superintendent',\n",
       " 'superintendents',\n",
       " 'support',\n",
       " 'sutton',\n",
       " 'swifton',\n",
       " 'sylvan',\n",
       " 'tac',\n",
       " 'target',\n",
       " 'tate',\n",
       " 'tavc',\n",
       " 'taylor',\n",
       " 'tech',\n",
       " 'technical',\n",
       " 'technology',\n",
       " 'tennie',\n",
       " 'terry',\n",
       " 'test',\n",
       " 'tg',\n",
       " 'the',\n",
       " 'theodore',\n",
       " 'thirty',\n",
       " 'thomas',\n",
       " 'thunderbird',\n",
       " 'tiger',\n",
       " 'tillery',\n",
       " 'tilles',\n",
       " 'timberwolf',\n",
       " 'tolleson',\n",
       " 'tower',\n",
       " 'tp',\n",
       " 'track',\n",
       " 'trail',\n",
       " 'trailer',\n",
       " 'training',\n",
       " 'transportaion',\n",
       " ...]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feat_names = vectorizer.get_feature_names()\n",
    "feat_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['DEWITT',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'GILLETT',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'DEWITT',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'DEWITT',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'DEWITT',\n",
       " 'SPECIAL',\n",
       " 'SERVICES',\n",
       " 'ADMINISTRATION',\n",
       " 'BUILDING',\n",
       " 'ALL',\n",
       " 'SCHOOL',\n",
       " 'BUILDINGS',\n",
       " 'GILLETT',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'MAINTENANCEBUS',\n",
       " 'SHOP',\n",
       " 'WARREN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'EASTSIDE',\n",
       " 'PRIMARY',\n",
       " 'SEACBEC',\n",
       " 'ADMINISTRATION',\n",
       " 'CULTURAL',\n",
       " 'CENTER',\n",
       " 'PARENTING',\n",
       " 'CENTER',\n",
       " 'FOOD',\n",
       " 'SERVICE',\n",
       " 'WAREHOUSE',\n",
       " 'BRUNSON',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'CENTRAL',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'PARK',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'CORNING',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'EAST',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'SENIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOLJR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'WEST',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'SHERIDAN',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'SHERIDAN',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'EAST',\n",
       " 'END',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'NAN',\n",
       " 'EAST',\n",
       " 'END',\n",
       " 'INTERMEDIATE',\n",
       " 'SCHOOL',\n",
       " 'SHERIDAN',\n",
       " 'INTERMEDIATE',\n",
       " 'SCHOOL',\n",
       " 'ALC',\n",
       " 'SHERIDAN',\n",
       " 'FRESHMAN',\n",
       " 'ACADEMY',\n",
       " 'SHERIDAN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ALL',\n",
       " 'SCHOOLS',\n",
       " 'BUS',\n",
       " 'SHOP',\n",
       " 'BUS',\n",
       " 'BARN',\n",
       " 'PRESCHOOL',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'MULTI',\n",
       " 'PURPOSE',\n",
       " 'BLDG',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'AGRICULTURE',\n",
       " 'SAFE',\n",
       " 'ROOM',\n",
       " 'RAM',\n",
       " 'ACADEMY',\n",
       " 'CAFETERIA',\n",
       " 'BUS',\n",
       " 'GARAGE',\n",
       " 'PRIMARY',\n",
       " 'SCHOOL',\n",
       " 'OAK',\n",
       " 'GROVE',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'BALDWIN',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'SCHOOL',\n",
       " 'OF',\n",
       " 'THE',\n",
       " '21ST',\n",
       " 'CENTURY',\n",
       " 'WOODROW',\n",
       " 'WILSON',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'OAK',\n",
       " 'GROVE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'NAN',\n",
       " 'PARAGOULD',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'CENTRAL',\n",
       " 'OFFICE',\n",
       " 'PARAGOULD',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'NEW',\n",
       " 'HORIZONS',\n",
       " 'GASTON',\n",
       " 'HOUSE',\n",
       " 'BATESVILLE',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'OLD',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'WHITE',\n",
       " 'RIVER',\n",
       " 'ACADEMY',\n",
       " 'ALL',\n",
       " 'CAMPUS',\n",
       " 'BATESVILLE',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'OFFICE',\n",
       " 'PHYSICAL',\n",
       " 'PLANTTRANSPORTATION',\n",
       " 'SULPHUR',\n",
       " 'ROCK',\n",
       " 'MAGNET',\n",
       " 'SPECIAL',\n",
       " 'PROGRAMS',\n",
       " 'OFFICE',\n",
       " 'DESHA',\n",
       " 'PRE',\n",
       " 'SCHOOL',\n",
       " 'CENTER',\n",
       " 'BATESVILLE',\n",
       " 'PRE',\n",
       " 'SCHOOL',\n",
       " 'K',\n",
       " 'CENTER',\n",
       " 'SITE',\n",
       " 'FOOD',\n",
       " 'SERVICE',\n",
       " 'TECHNOLOGY',\n",
       " 'CENTER',\n",
       " 'CENTRAL',\n",
       " 'MAGNET',\n",
       " 'WEST',\n",
       " 'MAGNET',\n",
       " 'EAGLE',\n",
       " 'MOUNTAIN',\n",
       " 'MAGNET',\n",
       " 'JUVINILE',\n",
       " 'DETENTION',\n",
       " 'CENTER',\n",
       " 'MIDLAND',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'MIDLAND',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'IZARD',\n",
       " 'COUNTY',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'IZARD',\n",
       " 'COUNTY',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'IZARD',\n",
       " 'COUNTY',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'NEWPORT',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ALBRIGHT',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'CASTLEBERRY',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'NAN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'BLDG',\n",
       " 'PINE',\n",
       " 'BLUFF',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'WAREHOUSE',\n",
       " 'SOUTHWOOD',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'OAK',\n",
       " 'PARK',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'FORREST',\n",
       " 'PARK',\n",
       " 'GREENVILLE',\n",
       " 'PRE',\n",
       " 'SCHOOL',\n",
       " 'JACK',\n",
       " 'ROBEY',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'BELAIR',\n",
       " 'SCHOOL',\n",
       " 'BROADMOOR',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'THIRTY',\n",
       " 'FOURTH',\n",
       " 'AVE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'MAINTENANCETRANSPORTATION',\n",
       " 'GIFTEDTALENTED',\n",
       " 'SCOGGINS',\n",
       " 'MAY',\n",
       " 'HALL',\n",
       " 'JORDAN',\n",
       " 'CHANAY',\n",
       " 'BUILDING',\n",
       " 'SOUTHEAST',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'FIRST',\n",
       " 'WARD',\n",
       " 'PINE',\n",
       " 'BLUFF',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'BUILDING',\n",
       " 'PINE',\n",
       " 'BLUFF',\n",
       " 'SCHOOLS',\n",
       " 'ADMINISTRATION',\n",
       " 'BLDG',\n",
       " 'W',\n",
       " 'T',\n",
       " 'CHENEY',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ZZ',\n",
       " 'DO',\n",
       " 'NOT',\n",
       " 'USE',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " '2',\n",
       " 'JIMMY',\n",
       " 'BROWN',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'STAR',\n",
       " 'CITY',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'LOWER',\n",
       " 'ELEMENTARYSCHOOL',\n",
       " 'K2',\n",
       " 'ADMINISTRATION',\n",
       " 'BUILDING',\n",
       " 'UPPER',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " '35',\n",
       " 'STAR',\n",
       " 'CITY',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " '7',\n",
       " '8',\n",
       " 'GRADE',\n",
       " 'ATHLETIC',\n",
       " 'COMPLEX',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " '9',\n",
       " '12',\n",
       " 'GRADES',\n",
       " 'NEVADA',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ATHLETIC',\n",
       " 'COMPLEX',\n",
       " 'FOOTBALL',\n",
       " 'FIELD',\n",
       " 'BASEBALL',\n",
       " 'ATHLETIC',\n",
       " 'COMPLEX',\n",
       " 'BUS',\n",
       " 'GARAGE',\n",
       " 'ELEMENTARYMIDDLE',\n",
       " 'SCHOOL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'BELLEVILLE',\n",
       " 'CAMPUS',\n",
       " 'HAVANA',\n",
       " 'CAMPUS',\n",
       " 'ZZ',\n",
       " 'DO',\n",
       " 'NOT',\n",
       " 'USE',\n",
       " '62117',\n",
       " '11',\n",
       " 'FT',\n",
       " 'HILL',\n",
       " 'ADMINISTRATION',\n",
       " '00',\n",
       " 'ZZ',\n",
       " 'DO',\n",
       " 'NOT',\n",
       " 'USE',\n",
       " '31417',\n",
       " '19',\n",
       " 'WILMOT',\n",
       " 'PORTLAND',\n",
       " 'ELEMENTARY',\n",
       " '27',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " '18',\n",
       " 'HAMBURG',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " '17',\n",
       " 'NOBLEALLBRITTON',\n",
       " 'ELEMENTARY',\n",
       " '20',\n",
       " 'PRESCHOOL',\n",
       " 'BUILDING',\n",
       " 'NELSON',\n",
       " 'WILKS',\n",
       " 'HERRON',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'MOUNTAIN',\n",
       " 'HOME',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'SPECIAL',\n",
       " 'SERVICES',\n",
       " 'BUILDING',\n",
       " 'HACKLER',\n",
       " 'INTERMEDIATE',\n",
       " 'SCHOOL',\n",
       " 'CENTRAL',\n",
       " 'OFFICE',\n",
       " 'GUY',\n",
       " 'BERRY',\n",
       " 'INTERMEDIATE',\n",
       " 'SCHOOL',\n",
       " 'HEADSTART',\n",
       " 'BUILDING',\n",
       " 'TRANSPORTAION',\n",
       " 'BUILDING',\n",
       " 'PINKSTON',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'MOUNTAIN',\n",
       " 'HOME',\n",
       " 'KINDERGARTEN',\n",
       " 'MOUNTAIN',\n",
       " 'HOME',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'MAGNOLIA',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'WALKER',\n",
       " 'PRE',\n",
       " 'K',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'KINDERGARTEN',\n",
       " 'CENTER',\n",
       " 'WALKER',\n",
       " 'ALE',\n",
       " 'SCHOOL',\n",
       " 'ADULT',\n",
       " 'EDUCATION',\n",
       " 'WEST',\n",
       " 'SIDE',\n",
       " 'KINDERGARDEN',\n",
       " 'SCHOOL',\n",
       " 'EAST',\n",
       " 'SIDE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'FOOD',\n",
       " 'SERVICES',\n",
       " 'CENTRAL',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'MAGNOLIA',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'RIVERCREST',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'WILSON',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ZZZ',\n",
       " 'SO',\n",
       " 'MISS',\n",
       " 'CO',\n",
       " 'CENTRAL',\n",
       " 'OFFICE',\n",
       " 'RIVERCREST',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'RIVERCREST',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'OFFICE',\n",
       " 'MANILA',\n",
       " 'ELEMENTARTY',\n",
       " 'SCHOOL',\n",
       " 'MANILA',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'MANILA',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'TRUMANN',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'TRUMANN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'TRUMANN',\n",
       " 'CEDAR',\n",
       " 'PARK',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'TRUMANN',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'EAST',\n",
       " 'POINSETT',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'LEPANTO',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'TYRONZA',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'DISTRICT',\n",
       " 'WIDE',\n",
       " 'DE',\n",
       " 'QUEEN',\n",
       " 'PRIMARY',\n",
       " 'SCHOOL',\n",
       " 'DE',\n",
       " 'QUEEN',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'DE',\n",
       " 'QUEEN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'LOCKESBURG',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'DE',\n",
       " 'QUEEN',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'NAN',\n",
       " 'PARK',\n",
       " 'HILL',\n",
       " 'PRESCHOOL',\n",
       " 'DE',\n",
       " 'QUEEN',\n",
       " 'ADMINISTRATION',\n",
       " 'BUILDING',\n",
       " 'LOCKESBURG',\n",
       " 'PRESCHOOL',\n",
       " 'DEQUEEN',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'DISTRICT',\n",
       " 'WIDE',\n",
       " 'ALL',\n",
       " 'LOCATIONS',\n",
       " 'PALESTINE',\n",
       " 'WHEATLEY',\n",
       " 'GYMNASIUM',\n",
       " 'PALESTINE',\n",
       " 'WHEATLEY',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'PALESTINE',\n",
       " 'WHEATLEY',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'GYM',\n",
       " 'KBC',\n",
       " '1200',\n",
       " 'BYRUM',\n",
       " 'ROAD',\n",
       " 'FCCPS',\n",
       " 'ELA',\n",
       " 'HISTORIC',\n",
       " 'BEECH',\n",
       " 'CREST',\n",
       " 'PERFORMING',\n",
       " 'ARTS',\n",
       " 'BUILDING',\n",
       " '411',\n",
       " 'OHIO',\n",
       " 'BCPS',\n",
       " 'CO',\n",
       " 'MALCO',\n",
       " 'DEPOT',\n",
       " 'DCHS',\n",
       " 'DCPS',\n",
       " 'NAN',\n",
       " 'PRE',\n",
       " 'K',\n",
       " 'NAN',\n",
       " 'UPPER',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'MAINTENANCE',\n",
       " 'COMPLEX',\n",
       " 'STAMPS',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'SPORTS',\n",
       " 'COMPLEX',\n",
       " 'FOOTBALL',\n",
       " 'STAMPS',\n",
       " 'LOWER',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'SPORTS',\n",
       " 'COMPLEX',\n",
       " 'BASEBALLSOFTBALL',\n",
       " 'CLEVELAND',\n",
       " 'COUNTY',\n",
       " 'HEAD',\n",
       " 'START',\n",
       " 'RISON',\n",
       " 'RISON',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'HOUSE',\n",
       " 'ON',\n",
       " 'TIMBERWOLF',\n",
       " 'DRIVE',\n",
       " 'BUSMAINT',\n",
       " 'SHOP',\n",
       " 'FIELD',\n",
       " 'HOUSE',\n",
       " 'NEWARK',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'NEWARK',\n",
       " 'PRESCHOOL',\n",
       " 'CEDAR',\n",
       " 'RIDGE',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ZZZ',\n",
       " 'DO',\n",
       " 'NOT',\n",
       " 'USEOIL',\n",
       " 'TROUGH',\n",
       " 'PRESCHOOL',\n",
       " 'CORD',\n",
       " 'CHARLOTTE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ALL',\n",
       " 'LOCATIONS',\n",
       " 'NAN',\n",
       " 'STRAWBERRY',\n",
       " 'LYNN',\n",
       " 'HILLCREST',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'NAN',\n",
       " 'MT',\n",
       " 'JUDEA',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'DEER',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'DEER',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ZZZZZDONOTUSEZZZACORN',\n",
       " 'AG',\n",
       " 'BUILDING',\n",
       " 'ZZZZZDONOTUSEZZZODEN',\n",
       " 'PRESCHOOL',\n",
       " 'ZZZZZDONOTUSEZZZODEN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ZZZZZDONOTUSEZZZACORN',\n",
       " 'OLD',\n",
       " 'SCHOOL',\n",
       " 'ODEN',\n",
       " 'ELEMENTARY',\n",
       " 'CAMPUS',\n",
       " 'ACORN',\n",
       " 'ELEMENTARY',\n",
       " 'CAMPUS',\n",
       " 'ODEN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'CAMPUS',\n",
       " 'ACORN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'CAMPUS',\n",
       " 'ZZZZZDONOTUSEZZZACORN',\n",
       " 'NEW',\n",
       " 'GYM',\n",
       " 'ST',\n",
       " 'JOE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ST',\n",
       " 'JOE',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'OMSD',\n",
       " 'DISTRICT',\n",
       " 'WIDE',\n",
       " 'WESTERN',\n",
       " 'GROVE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'BRUNO',\n",
       " 'PYATT',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'TWO',\n",
       " 'RIVERS',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " '5',\n",
       " '12',\n",
       " 'PLAINVIEW',\n",
       " 'WALNUT',\n",
       " 'RIDGE',\n",
       " 'CAMPUS',\n",
       " 'WICKES',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'VAN',\n",
       " 'COVE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'COSSATOT',\n",
       " 'RIVER',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'UMPIRE',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'STADIUM',\n",
       " 'BUS',\n",
       " 'GARAGE',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'PRIMARY',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'INTERMEDIATE',\n",
       " 'SCHOOL',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ALPENA',\n",
       " 'DISTRICT',\n",
       " 'ARKADELPHIA',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'PEAKE',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'CENTRAL',\n",
       " 'BLDG',\n",
       " 'LOUISA',\n",
       " 'PERRITT',\n",
       " 'PRIMARY',\n",
       " 'ARMOREL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ADMINISTRATION',\n",
       " 'BUILDING',\n",
       " 'ARMOREL',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ASHDOWN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'C',\n",
       " 'D',\n",
       " 'FRANKS',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ASHDOWN',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'SUPPORT',\n",
       " 'SERVICES',\n",
       " 'CENTRAL',\n",
       " 'OFFICE',\n",
       " 'DISTRICT',\n",
       " 'SERVICES',\n",
       " 'MARGARET',\n",
       " 'DANIEL',\n",
       " 'PRIMARY',\n",
       " 'LF',\n",
       " 'HENDERSON',\n",
       " 'INTERM',\n",
       " 'SCHOOL',\n",
       " 'ABC',\n",
       " 'CLASSROOMS',\n",
       " 'ELEMENTARY',\n",
       " 'K',\n",
       " '8',\n",
       " 'BLDG',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'K',\n",
       " '8',\n",
       " 'BLDG',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'CAFETERIA',\n",
       " 'CENTRAL',\n",
       " 'ADMINISTRATION',\n",
       " 'BUS',\n",
       " 'SHOP',\n",
       " 'FIELD',\n",
       " 'HOUSE',\n",
       " 'K',\n",
       " '12',\n",
       " 'GYM',\n",
       " 'FOR',\n",
       " 'AUGUSTA',\n",
       " 'CAMPUS',\n",
       " 'MAINTENANCE',\n",
       " 'SHOP',\n",
       " 'ADMINISTRATION',\n",
       " 'AUGUSTA',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'AUGUSTA',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ALE',\n",
       " 'CAFETERIA',\n",
       " 'ENTIRE',\n",
       " 'CAMPUS',\n",
       " 'HL',\n",
       " 'LUBKER',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'BALD',\n",
       " 'KNOB',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'BALD',\n",
       " 'KNOB',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'MULTI',\n",
       " 'PURPOSE',\n",
       " 'BLD',\n",
       " 'MAINTENANCE',\n",
       " 'ADMINISTRATION',\n",
       " 'PRE',\n",
       " 'SCHOOL',\n",
       " 'NAN',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'ELEMENTARY',\n",
       " 'CAMPUS',\n",
       " 'ADMINISTRATION',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'ZZZ',\n",
       " 'DNU',\n",
       " 'CAFETERIA',\n",
       " 'PHE',\n",
       " 'DISTRICT',\n",
       " 'OFFICES',\n",
       " 'TRANSPORTATION',\n",
       " 'WAREHOUSE',\n",
       " 'PINE',\n",
       " 'HAVEN',\n",
       " 'ELEMENTARY',\n",
       " 'SCHOOL',\n",
       " 'ZZZ',\n",
       " 'DNU',\n",
       " 'CAFETERIA',\n",
       " 'BMS',\n",
       " 'BAUXITE',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'MAIN',\n",
       " 'ATHLETICS',\n",
       " 'ADMINISTRATION',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'NORTH',\n",
       " 'CAMPUS',\n",
       " 'CAFETERIAS',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " 'CAMPUS',\n",
       " 'MCRAE',\n",
       " 'BEEBE',\n",
       " 'ELEMENTARY',\n",
       " '4TH',\n",
       " 'GRADE',\n",
       " 'CAMPUS',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'CAMPUS',\n",
       " 'BEEBE',\n",
       " '2',\n",
       " '3',\n",
       " 'ELEMENTARY',\n",
       " 'CAMPUS',\n",
       " 'SUPPORT',\n",
       " 'SERVICES',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'MAIN',\n",
       " 'CAMPUS',\n",
       " 'EARLY',\n",
       " 'CHILDHOOD',\n",
       " 'CAMPUS',\n",
       " 'MIDDLE',\n",
       " 'SCHOOL',\n",
       " '204',\n",
       " 'N',\n",
       " 'COX',\n",
       " 'STREET',\n",
       " 'RINGGOLD',\n",
       " 'ELEMENTARY',\n",
       " '536',\n",
       " 'RIVER',\n",
       " 'STREET',\n",
       " 'CALDWELL',\n",
       " 'ELEMENTARY',\n",
       " '1800',\n",
       " 'W',\n",
       " 'SEVIER',\n",
       " 'NEW',\n",
       " 'ADMINISTRATION',\n",
       " 'BLDG207',\n",
       " 'W',\n",
       " 'CONWAY',\n",
       " 'DISTRICT',\n",
       " 'WIDE',\n",
       " 'ATHLETIC',\n",
       " 'COMPLEX',\n",
       " 'BUS',\n",
       " 'SHED',\n",
       " '411',\n",
       " 'N',\n",
       " 'MARKET',\n",
       " 'UALR',\n",
       " 'ALC',\n",
       " 'PDC',\n",
       " 'FS',\n",
       " 'CURR',\n",
       " 'TEST',\n",
       " 'SPED',\n",
       " 'WAREHOUSE',\n",
       " 'CENTRAL',\n",
       " 'OFFICE',\n",
       " '500',\n",
       " 'RIVER',\n",
       " 'STREET',\n",
       " 'SENIOR',\n",
       " 'HIGH',\n",
       " '211',\n",
       " 'N',\n",
       " 'BORDER',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " '411',\n",
       " 'N',\n",
       " 'BORDER',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'UD',\n",
       " 'PERRIN',\n",
       " 'ELEMENTARY',\n",
       " '1201',\n",
       " 'SMITHERS',\n",
       " 'GRANT',\n",
       " 'ELEMENTARY',\n",
       " '1124',\n",
       " 'HOOVER',\n",
       " 'JUNIOR',\n",
       " 'HIGH',\n",
       " 'SCHOOL',\n",
       " 'OLD',\n",
       " 'INTERMEDIATE',\n",
       " 'SCHOOL',\n",
       " 'BUS',\n",
       " 'SHOP',\n",
       " 'KG2ND',\n",
       " 'ELEMENTARY',\n",
       " 'LOWER',\n",
       " 'MAINTENANCE',\n",
       " 'NEW',\n",
       " 'INTERMEDIATE',\n",
       " 'BUILDING',\n",
       " ...]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample = df.normLocDesc.values\n",
    "concat = \" \".join(sample)\n",
    "wordslist = nltk.word_tokenize(concat)\n",
    "wordslist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('SCHOOL', 1008),\n",
       " ('ELEMENTARY', 452),\n",
       " ('HIGH', 344),\n",
       " ('MIDDLE', 153),\n",
       " ('ADMINISTRATION', 126),\n",
       " ('JUNIOR', 73),\n",
       " ('CAMPUS', 64),\n",
       " ('BUILDING', 62),\n",
       " ('NAN', 47),\n",
       " ('CENTRAL', 45),\n",
       " ('OFFICE', 43),\n",
       " ('CENTER', 42),\n",
       " ('BUS', 42),\n",
       " ('DISTRICT', 39),\n",
       " ('COMPLEX', 38),\n",
       " ('NOT', 36),\n",
       " ('INTERMEDIATE', 34),\n",
       " ('PRIMARY', 33),\n",
       " ('PRE', 30),\n",
       " ('DO', 29),\n",
       " ('USE', 29),\n",
       " ('CAFETERIA', 26),\n",
       " ('OLD', 26),\n",
       " ('SERVICES', 25),\n",
       " ('K', 24),\n",
       " ('MAINTENANCE', 24),\n",
       " ('SHOP', 22),\n",
       " ('ATHLETIC', 22),\n",
       " ('TRANSPORTATION', 22),\n",
       " ('GARAGE', 20),\n",
       " ('EDUCATION', 20),\n",
       " ('SPECIAL', 18),\n",
       " ('FIELD', 18),\n",
       " ('ZZZ', 18),\n",
       " ('GYM', 18),\n",
       " ('WEST', 17),\n",
       " ('BLDG', 17),\n",
       " ('WAREHOUSE', 16),\n",
       " ('PARK', 16),\n",
       " ('ACADEMY', 16),\n",
       " ('NEW', 16),\n",
       " ('MAGNET', 16),\n",
       " ('HOUSE', 15),\n",
       " ('ALL', 14),\n",
       " ('EAST', 14),\n",
       " ('PRESCHOOL', 14),\n",
       " ('WIDE', 13),\n",
       " ('NORTH', 13),\n",
       " ('HEIGHTS', 12),\n",
       " ('FOOD', 11)]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fd = nltk.FreqDist(wordslist )\n",
    "fd.most_common(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('ELEMENTARY', 'SCHOOL'),\n",
       " ('HIGH', 'SCHOOL'),\n",
       " ('MIDDLE', 'SCHOOL'),\n",
       " ('JUNIOR', 'HIGH'),\n",
       " ('SCHOOL', 'ADMINISTRATION'),\n",
       " ('SCHOOL', 'HIGH'),\n",
       " ('INTERMEDIATE', 'SCHOOL'),\n",
       " ('SCHOOL', 'MIDDLE'),\n",
       " ('DO', 'NOT'),\n",
       " ('NOT', 'USE'),\n",
       " ('SCHOOL', 'NAN'),\n",
       " ('ADMINISTRATION', 'BUILDING'),\n",
       " ('SCHOOL', 'ELEMENTARY'),\n",
       " ('PRIMARY', 'SCHOOL'),\n",
       " ('SCHOOL', 'DISTRICT'),\n",
       " ('SCHOOL', 'CAMPUS'),\n",
       " ('BUS', 'GARAGE'),\n",
       " ('CENTRAL', 'OFFICE'),\n",
       " ('PRE', 'SCHOOL'),\n",
       " ('SCHOOL', 'BUS'),\n",
       " ('ELEMENTARY', 'CAMPUS'),\n",
       " ('SCHOOL', 'CENTRAL'),\n",
       " ('ATHLETIC', 'COMPLEX'),\n",
       " ('PRE', 'K'),\n",
       " ('ZZZ', 'DO'),\n",
       " ('BUS', 'SHOP'),\n",
       " ('ADMINISTRATION', 'OFFICE'),\n",
       " ('DISTRICT', 'WIDE'),\n",
       " ('SCHOOL', 'OLD'),\n",
       " ('SPECIAL', 'EDUCATION'),\n",
       " ('SCHOOL', 'EAST'),\n",
       " ('SCHOOL', 'JUNIOR'),\n",
       " ('SCHOOL', 'NEW'),\n",
       " ('CENTRAL', 'ELEMENTARY'),\n",
       " ('MAGNET', 'SCHOOL'),\n",
       " ('SCHOOL', 'CAFETERIA'),\n",
       " ('SCHOOL', 'JNPSD'),\n",
       " ('SCHOOL', 'ZZZ'),\n",
       " ('ALL', 'LOCATIONS'),\n",
       " ('FIELD', 'HOUSE'),\n",
       " ('HEIGHTS', 'ELEMENTARY'),\n",
       " ('SCHOOL', 'ALL'),\n",
       " ('SCHOOL', 'ATHLETIC'),\n",
       " ('SCHOOL', 'PRIMARY'),\n",
       " ('SUPPORT', 'SERVICES'),\n",
       " ('PARK', 'ELEMENTARY'),\n",
       " ('SCHOOL', 'PRE'),\n",
       " ('SCHOOL', 'SPECIAL'),\n",
       " ('SCHOOL', 'TRANSPORTATION'),\n",
       " ('SPORTS', 'COMPLEX'),\n",
       " ('ADMINISTRATION', 'BLDG'),\n",
       " ('ADMINISTRATION', 'HIGH'),\n",
       " ('ADULT', 'EDUCATION'),\n",
       " ('BUS', 'BARN'),\n",
       " ('CAMPUS', 'ELEMENTARY'),\n",
       " ('SCHOOL', 'INTERMEDIATE'),\n",
       " ('SCHOOL', 'MAINTENANCE'),\n",
       " ('SCHOOL', 'WEST'),\n",
       " ('WESTSIDE', 'ELEMENTARY'),\n",
       " ('CAFETERIA', 'HIGH'),\n",
       " ('CAMPUS', 'ADMINISTRATION'),\n",
       " ('CREEK', 'ELEMENTARY'),\n",
       " ('DE', 'QUEEN'),\n",
       " ('FOOD', 'SERVICE'),\n",
       " ('GREEN', 'FOREST'),\n",
       " ('MAINTENANCE', 'SHOP'),\n",
       " ('NAN', 'HIGH'),\n",
       " ('SCHOOL', 'FOOD'),\n",
       " ('SCHOOL', 'WESTSIDE'),\n",
       " ('SPECIAL', 'SERVICES'),\n",
       " ('UPPER', 'ELEMENTARY'),\n",
       " ('Z', 'DO'),\n",
       " ('ADMINISTRATION', 'ELEMENTARY'),\n",
       " ('BUILDING', 'ADMINISTRATION'),\n",
       " ('BUILDING', 'ELEMENTARY'),\n",
       " ('BUILDING', 'HIGH'),\n",
       " ('CENTRAL', 'ADMINISTRATION'),\n",
       " ('COMPLEX', 'ADMINISTRATION'),\n",
       " ('EAST', 'END'),\n",
       " ('FOOD', 'SERVICES'),\n",
       " ('FRESHMAN', 'ACADEMY'),\n",
       " ('GROVE', 'ELEMENTARY'),\n",
       " ('HILL', 'ELEMENTARY'),\n",
       " ('HILLS', 'ELEMENTARY'),\n",
       " ('JONES', 'ELEMENTARY'),\n",
       " ('OAK', 'GROVE'),\n",
       " ('OLD', 'HIGH'),\n",
       " ('SCHOOL', 'BLYTHEVILLE'),\n",
       " ('SCHOOL', 'EASTSIDE'),\n",
       " ('SCHOOL', 'GREEN'),\n",
       " ('SCHOOL', 'GYM'),\n",
       " ('SCHOOL', 'MOUNTAIN'),\n",
       " ('SCHOOL', 'NORTH'),\n",
       " ('SCHOOL', 'OAK'),\n",
       " ('SCHOOL', 'SPORTS'),\n",
       " ('SCHOOL', 'SUPPORT'),\n",
       " ('SCHOOL', 'TRUMANN'),\n",
       " ('SCHOOL', 'VALLEY'),\n",
       " ('SCHOOL', 'WASHINGTON'),\n",
       " ('SENIOR', 'HIGH')]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finder = nltk.BigramCollocationFinder.from_words(wordslist)\n",
    "bigram_measures = nltk.collocations.BigramAssocMeasures()\n",
    "finder.nbest(bigram_measures.raw_freq, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'DEWITT HIGH SCHOOL GILLETT ELEMENTARY SCHOOL DEWITT MIDDLE SCHOOL DEWITT ELEMENTARY SCHOOL DEWITT SPECIAL SERVICES ADMINISTRATION BUILDING ALL SCHOOL BUILDINGS GILLETT HIGH SCHOOL MAINTENANCEBUS SHOP WARREN HIGH SCHOOL EASTSIDE PRIMARY SEACBEC ADMINISTRATION CULTURAL CENTER PARENTING CENTER FOOD SERVICE WAREHOUSE BRUNSON ELEMENTARY SCHOOL MIDDLE SCHOOL CENTRAL ELEMENTARY SCHOOL PARK ELEMENTARY SCHOOL CORNING HIGH SCHOOL EAST ELEMENTARY SCHOOL SENIOR HIGH SCHOOLJR HIGH SCHOOL JUNIOR HIGH SCHOOL WEST ELEMENTARY SCHOOL ADMINISTRATION SHERIDAN ELEMENTARY SCHOOL SHERIDAN MIDDLE SCHOOL EAST END ELEMENTARY SCHOOL NAN EAST END INTERMEDIATE SCHOOL SHERIDAN INTERMEDIATE SCHOOL ALC SHERIDAN FRESHMAN ACADEMY SHERIDAN HIGH SCHOOL ALL SCHOOLS BUS SHOP BUS BARN PRESCHOOL ELEMENTARY SCHOOL MULTI PURPOSE BLDG HIGH SCHOOL JUNIOR HIGH SCHOOL AGRICULTURE SAFE ROOM RAM ACADEMY CAFETERIA BUS GARAGE PRIMARY SCHOOL OAK GROVE MIDDLE SCHOOL BALDWIN ELEMENTARY SCHOOL SCHOOL OF THE 21ST CENTURY WOODROW WILSON ELEMENTARY SCHOOL OAK GROVE ELEMENTARY SCHOOL NAN PARAGOULD HIGH SCHOOL CENTRAL OFFICE PARAGOULD JUNIOR HIGH SCHOOL NEW HORIZONS GASTON HOUSE BATESVILLE JUNIOR HIGH SCHOOL OLD MIDDLE SCHOOL WHITE RIVER ACADEMY ALL CAMPUS BATESVILLE HIGH SCHOOL ADMINISTRATION OFFICE PHYSICAL PLANTTRANSPORTATION SULPHUR ROCK MAGNET SPECIAL PROGRAMS OFFICE DESHA PRE SCHOOL CENTER BATESVILLE PRE SCHOOL K CENTER SITE FOOD SERVICE TECHNOLOGY CENTER CENTRAL MAGNET WEST MAGNET EAGLE MOUNTAIN MAGNET JUVINILE DETENTION CENTER MIDLAND ELEMENTARY SCHOOL MIDLAND HIGH SCHOOL IZARD COUNTY MIDDLE SCHOOL IZARD COUNTY HIGH SCHOOL IZARD COUNTY ELEMENTARY SCHOOL NEWPORT ELEMENTARY SCHOOL JUNIOR HIGH SCHOOL ALBRIGHT ELEMENTARY SCHOOL CASTLEBERRY ELEMENTARY SCHOOL NAN HIGH SCHOOL ADMINISTRATION BLDG PINE BLUFF HIGH SCHOOL WAREHOUSE SOUTHWOOD ELEMENTARY SCHOOL OAK PARK ELEMENTARY SCHOOL FORREST PARK GREENVILLE PRE SCHOOL JACK ROBEY JUNIOR HIGH SCHOOL BELAIR SCHOOL BROADMOOR ELEMENTARY SCHOOL THIRTY FOURTH AVE ELEMENTARY SCHOOL MAINTENANCETRANSPORTATION GIFTEDTALENTED SCOGGINS MAY HALL JORDAN CHANAY BUILDING SOUTHEAST MIDDLE SCHOOL FIRST WARD PINE BLUFF SCHOOL ADMINISTRATION BUILDING PINE BLUFF SCHOOLS ADMINISTRATION BLDG W T CHENEY ELEMENTARY SCHOOL ZZ DO NOT USE MIDDLE SCHOOL 2 JIMMY BROWN ELEMENTARY SCHOOL STAR CITY HIGH SCHOOL LOWER ELEMENTARYSCHOOL K2 ADMINISTRATION BUILDING UPPER ELEMENTARY SCHOOL 35 STAR CITY MIDDLE SCHOOL 7 8 GRADE ATHLETIC COMPLEX ELEMENTARY SCHOOL 9 12 GRADES NEVADA HIGH SCHOOL ATHLETIC COMPLEX FOOTBALL FIELD BASEBALL ATHLETIC COMPLEX BUS GARAGE ELEMENTARYMIDDLE SCHOOL HIGH SCHOOL BELLEVILLE CAMPUS HAVANA CAMPUS ZZ DO NOT USE 62117 11 FT HILL ADMINISTRATION 00 ZZ DO NOT USE 31417 19 WILMOT PORTLAND ELEMENTARY 27 HIGH SCHOOL 18 HAMBURG MIDDLE SCHOOL 17 NOBLEALLBRITTON ELEMENTARY 20 PRESCHOOL BUILDING NELSON WILKS HERRON ELEMENTARY SCHOOL MOUNTAIN HOME HIGH SCHOOL SPECIAL SERVICES BUILDING HACKLER INTERMEDIATE SCHOOL CENTRAL OFFICE GUY BERRY INTERMEDIATE SCHOOL HEADSTART BUILDING TRANSPORTAION BUILDING PINKSTON MIDDLE SCHOOL MOUNTAIN HOME KINDERGARTEN MOUNTAIN HOME JUNIOR HIGH SCHOOL MAGNOLIA HIGH SCHOOL WALKER PRE K SCHOOL ADMINISTRATION KINDERGARTEN CENTER WALKER ALE SCHOOL ADULT EDUCATION WEST SIDE KINDERGARDEN SCHOOL EAST SIDE ELEMENTARY SCHOOL FOOD SERVICES CENTRAL ELEMENTARY SCHOOL MAGNOLIA JUNIOR HIGH SCHOOL RIVERCREST HIGH SCHOOL WILSON ELEMENTARY SCHOOL ZZZ SO MISS CO CENTRAL OFFICE RIVERCREST ELEMENTARY SCHOOL RIVERCREST JUNIOR HIGH SCHOOL ADMINISTRATION OFFICE MANILA ELEMENTARTY SCHOOL MANILA HIGH SCHOOL MANILA MIDDLE SCHOOL TRUMANN ELEMENTARY SCHOOL TRUMANN HIGH SCHOOL TRUMANN CEDAR PARK ELEMENTARY SCHOOL TRUMANN MIDDLE SCHOOL EAST POINSETT HIGH SCHOOL LEPANTO ELEMENTARY SCHOOL TYRONZA ELEMENTARY SCHOOL DISTRICT WIDE DE QUEEN PRIMARY SCHOOL DE QUEEN MIDDLE SCHOOL DE QUEEN HIGH SCHOOL LOCKESBURG ELEMENTARY SCHOOL DE QUEEN ELEMENTARY SCHOOL NAN PARK HILL PRESCHOOL DE QUEEN ADMINISTRATION BUILDING LOCKESBURG PRESCHOOL DEQUEEN JUNIOR HIGH SCHOOL DISTRICT WIDE ALL LOCATIONS PALESTINE WHEATLEY GYMNASIUM PALESTINE WHEATLEY HIGH SCHOOL PALESTINE WHEATLEY ELEMENTARY SCHOOL GYM KBC 1200 BYRUM ROAD FCCPS ELA HISTORIC BEECH CREST PERFORMING ARTS BUILDING 411 OHIO BCPS CO MALCO DEPOT DCHS DCPS NAN PRE K NAN UPPER ELEMENTARY SCHOOL MAINTENANCE COMPLEX STAMPS HIGH SCHOOL SPORTS COMPLEX FOOTBALL STAMPS LOWER ELEMENTARY SCHOOL SPORTS COMPLEX BASEBALLSOFTBALL CLEVELAND COUNTY HEAD START RISON RISON HIGH SCHOOL HOUSE ON TIMBERWOLF DRIVE BUSMAINT SHOP FIELD HOUSE NEWARK ELEMENTARY SCHOOL NEWARK PRESCHOOL CEDAR RIDGE HIGH SCHOOL ZZZ DO NOT USEOIL TROUGH PRESCHOOL CORD CHARLOTTE ELEMENTARY SCHOOL ALL LOCATIONS NAN STRAWBERRY LYNN HILLCREST JUNIOR HIGH SCHOOL NAN MT JUDEA HIGH SCHOOL DEER HIGH SCHOOL DEER ELEMENTARY SCHOOL ZZZZZDONOTUSEZZZACORN AG BUILDING ZZZZZDONOTUSEZZZODEN PRESCHOOL ZZZZZDONOTUSEZZZODEN HIGH SCHOOL ZZZZZDONOTUSEZZZACORN OLD SCHOOL ODEN ELEMENTARY CAMPUS ACORN ELEMENTARY CAMPUS ODEN HIGH SCHOOL CAMPUS ACORN HIGH SCHOOL CAMPUS ZZZZZDONOTUSEZZZACORN NEW GYM ST JOE ELEMENTARY SCHOOL ST JOE HIGH SCHOOL OMSD DISTRICT WIDE WESTERN GROVE ELEMENTARY SCHOOL HIGH SCHOOL BRUNO PYATT ELEMENTARY SCHOOL HIGH SCHOOL TWO RIVERS ELEMENTARY SCHOOL HIGH SCHOOL 5 12 PLAINVIEW WALNUT RIDGE CAMPUS WICKES ELEMENTARY SCHOOL VAN COVE ELEMENTARY SCHOOL COSSATOT RIVER HIGH SCHOOL UMPIRE HIGH SCHOOL MIDDLE SCHOOL HIGH SCHOOL STADIUM BUS GARAGE HIGH SCHOOL PRIMARY SCHOOL ADMINISTRATION INTERMEDIATE SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL ALPENA DISTRICT ARKADELPHIA HIGH SCHOOL PEAKE ELEMENTARY SCHOOL ADMINISTRATION CENTRAL BLDG LOUISA PERRITT PRIMARY ARMOREL HIGH SCHOOL ADMINISTRATION BUILDING ARMOREL ELEMENTARY SCHOOL ASHDOWN HIGH SCHOOL C D FRANKS ELEMENTARY SCHOOL ASHDOWN JUNIOR HIGH SCHOOL SUPPORT SERVICES CENTRAL OFFICE DISTRICT SERVICES MARGARET DANIEL PRIMARY LF HENDERSON INTERM SCHOOL ABC CLASSROOMS ELEMENTARY K 8 BLDG MIDDLE SCHOOL K 8 BLDG HIGH SCHOOL HIGH SCHOOL CAFETERIA CENTRAL ADMINISTRATION BUS SHOP FIELD HOUSE K 12 GYM FOR AUGUSTA CAMPUS MAINTENANCE SHOP ADMINISTRATION AUGUSTA ELEMENTARY SCHOOL AUGUSTA HIGH SCHOOL ALE CAFETERIA ENTIRE CAMPUS HL LUBKER ELEMENTARY SCHOOL BALD KNOB MIDDLE SCHOOL BALD KNOB HIGH SCHOOL MULTI PURPOSE BLD MAINTENANCE ADMINISTRATION PRE SCHOOL NAN HIGH SCHOOL ELEMENTARY CAMPUS ADMINISTRATION MIDDLE SCHOOL ZZZ DNU CAFETERIA PHE DISTRICT OFFICES TRANSPORTATION WAREHOUSE PINE HAVEN ELEMENTARY SCHOOL ZZZ DNU CAFETERIA BMS BAUXITE HIGH SCHOOL MAIN ATHLETICS ADMINISTRATION HIGH SCHOOL NORTH CAMPUS CAFETERIAS MIDDLE SCHOOL CAMPUS MCRAE BEEBE ELEMENTARY 4TH GRADE CAMPUS JUNIOR HIGH CAMPUS BEEBE 2 3 ELEMENTARY CAMPUS SUPPORT SERVICES HIGH SCHOOL MAIN CAMPUS EARLY CHILDHOOD CAMPUS MIDDLE SCHOOL 204 N COX STREET RINGGOLD ELEMENTARY 536 RIVER STREET CALDWELL ELEMENTARY 1800 W SEVIER NEW ADMINISTRATION BLDG207 W CONWAY DISTRICT WIDE ATHLETIC COMPLEX BUS SHED 411 N MARKET UALR ALC PDC FS CURR TEST SPED WAREHOUSE CENTRAL OFFICE 500 RIVER STREET SENIOR HIGH 211 N BORDER JUNIOR HIGH 411 N BORDER HIGH SCHOOL UD PERRIN ELEMENTARY 1201 SMITHERS GRANT ELEMENTARY 1124 HOOVER JUNIOR HIGH SCHOOL OLD INTERMEDIATE SCHOOL BUS SHOP KG2ND ELEMENTARY LOWER MAINTENANCE NEW INTERMEDIATE BUILDING HIGH SCHOOL COOPER ELEMENTARY SCHOOL LINCOLN JUNIOR HIGH SCHOOL TIGER ATHLETIC COMPLEX TENNIE RUSSELL PRIMARY SCHOOL RUTH BARKER MIDDLE SCHOOL THOMAS JEFFERSON ELEMENTARY SCHOOL TECHNOLOGY ELM TREE ELEMENTARY SCHOOL RE BAKER ELEMENTARY SCHOOL WASHINGTON JUNIOR HIGH SCHOOL OLD HIGH MIDDLE SCHOOL ARDIS ANN MIDDLE SCHOOL SUGAR CREEK ELEMENTARY SCHOOL NAN AREND ARTS CENTER CENTERTON GAMBLE ELEMENTARY SCHOOL ADMINISTRATION CENTRAL PARK ELEMENTARY SCHOOL APPLE GLEN ELEMENTARY SCHOOL BENTONVILLE HIGH SCHOOL MARY MAE JONES ELEMENTARY SCHOOL BWHS ATHLETIC COMPLEX FULBRIGHT JH TRANSPORTATIONFACILITIES DEPARTMENT BENTONVILLE WEST HIGH SCHOOL FOOD WAREHOUSE BUILDING BRIDGES BPS STUDENT SERVICES ALTERNATIVE LEARNINGESL BRIGHT FIELD MIDDLE SCHOOL NUTRITION SERVICES BWHS PERFORMING ARTS CENTER OSAGE CREEK ELEMENTARY SCHOOL WILLOWBROOK ELEMENTARY SCHOOL TREC CENTER FINE ARTS BUILDING BUS GARAGE HSMS PE FACILITY AGRICULTURE BUILDING OLD MAIN GROUNDS HIGH SCHOOL ART BUILDING HIGH SCHOOL MIDDLE SCHOOL OLD ELEM5 6 ANNEX MIDDLE TRAILER HIGH SCHOOL LIBRARYNURSES OFFICE NEW ELEMENTARY BUILDING EILEENS TRAILER JUMP START GYMNASIUM OURSC PRE SCHOOL ONE STOP RENTAL TRAILER WILSONHAMMONDS TRAILER ABC PRE SCHOOL SEWER TREATMENT PLANT DISTRICT WIDE NAN 8 JUN NAN 12 SEP K 2 OTHER 5 MAR ADMINISTRATION HIGH SCHOOL MIDDLE SCHOOL ELEMENTARY SCHOOL BLEVINS ELEMENTARY SCHOOL BLEVINS ADMINISTRATION BLEVINS HIGH SCHOOL DISTRICT WIDE BLYTHEVILLE PRIMARY SCHOOL BLYTHEVILLE MIDDLE SCHOOL ZZZ DO NOT USE CENTRAL ELEMENTARY SCHOOL BLYTHEVILLE SCHOOL DISTRICT UD NAN BLYTHEVILLE KINDERGARTEN CENTER BLYTHEVILLE ELEMENTARY SCHOOL BLYTHEVILLE ADMINISTRATION BLYTHEVILLE SERVICE CENTER ZZZ DO NOT USE BLYTHEVILLE CHARTER SCHOOL BLYTHEVILLE HIGH SCHOOL PRE SCHOOL HIGH SCHOOL MIDDLE SCHOOL NAN ELEMENTARY SCHOOL ADMINBUS SHOPWAREHOUSE WAREHOUSEBUS SHOP ATHLETIC COMPLEX MUSIC BUILDING ADMINISTRATION JUNIOR HIGH SCHOOL HIGH SCHOOL ELEMENTARY K 6 BUS GARAGE ADMINISTRATION BRADFORD ELEMENTARY SCHOOL BRADFORD HIGH SCHOOL ADMINISTRATION ELEMENTARY SCHOOL HIGH SCHOOL CLASSROOMS PARKING LOT MAINTENANCE BUILDING PLAYGROUND LIBRARY ALL BUILDINGS PRESCHOOL JUNIOR HIGH SCHOOL ADMINISTRATION HIGH SCHOOL ELEMENTARY SCHOOL MIDDLE SCHOOL CAFETERIA HIGH SCHOOL 9TH 10TH DAVIS ELEMENTARY SCHOOL HURRICANE CREEK ELEMENTARY SCHOOL HIGH SCHOOL 11TH 12TH BRYANT ELEMENTARY SCHOOL SALEM ELEMENTARY SCHOOL SPRINGHILL ELEMENTARY SCHOOL BETHEL MIDDLE SCHOOL BUS BARN ZZZ NA FOOD SERVICES ADMINISTRATIVESUPPORT BRYANT MIDDLE SCHOOL ALT SCHOOL BUILDING 601 HILL FARM ELEMENTARY SCHOOL PARON ELEMENTARY SCHOOL COLLEGEVILLE ELEMENTARY SCHOOL WEST ELEMENTARY SCHOOL HIGH SCHOOL JUNIOR HIGH SCHOOL EAST ELEMENTARY SCHOOL ACE FRESHMAN ACADEMY WESTSIDE ELEMENTARY SCHOOL CABOT LEARNING ACADEMY STAGECOACH ELEMENTARY SCHOOL NORTHSIDE ELEMENTARY SCHOOL EASTSIDE ELEMENTARY SCHOOL MOUNTAIN SPRINGS ELEMENTARY SCHOOL TRANSPORTATION DEPARTMENT DISTRICT WIDE CENTRAL ADMINISTRATION OFFICE CUSTODIAL WAREHOUSE MAINTENANCE WAREHOUSE MAINTENANCE SHOP AUSTIN TRAINING CENTER WARD CENTRAL ELEMENTARY SCHOOL SPECIAL EDUCATION ANNEX MIDDLE SCHOOL SOUTH MIDDLE SCHOOL NORTH CENTRAL ELEMENTARY SCHOOL MAGNESS CREEK ELEMENTARY SCHOOL JUNIOR HIGH SOUTH HIGH SCHOOL JUNIOR HIGH NORTH SOUTHSIDE ELEMENTARY SCHOOL CADDO HILLS SCHOOL DISTRICT CALICO ROCK ELEMENTARY SCHOOL CALICO ROCK HIGH SCHOOL BUS SHOP ADMINISTRATION BUILDING HIGH SCHOOL CAMPUS ELEMENTARY CAMPUS PRE K WESTSIDE HIGH SCHOOL KITHEN WESTSIDE ELEMENTARY SCHOOL WESTSIDE MIDDLE SCHOOL WESTSIDE CONSOL SD KITCHEN ADMINISTRATION OFFICE CAVE CITY MIDDLE SCHOOL CAVE CITY ELEMENTARY SCHOOL CAVE CITY HIGH SCHOOL CEDARVILLE HIGH SCHOOL CEDARVILLE ELEMENTARY SCHOOL CEDARVILLE MIDDLE SCHOOL GARY E COBB MIDDLE SCHOOL GENOA CENTRAL HIGH SCHOOL GENOA CENTRAL ELEMENTARY SCHOOL WHITE COUNTY CENTRAL PK 12 CHARLESTON HIGH SCHOOL CHARLESTON MIDDLE SCHOOL DISTRICT CHARLESTON ELEMENTARY SCHOOL HIGH SCHOOL CAMPUS ELEMENTARY SCHOOL CAMPUS RECTOR SCHOOL DISTRICT RECTOR PRESCHOOL RECTOR ELEMENTARY SCHOOL RECTOR HIGH SCHOOL PRIMARY CLARKSVILLE JUNIOR HIGH SCHOOL PYRON ELEMENTARY SCHOOL KRAUS MIDDLE SCHOOL CLARKSVILLE HIGH SCHOOL ADMINISTRATION CLARKSVILLE SCHOOL DISTRICT ATHLETIC FACILITIES BUS BARN CLINTON JUNIOR HIGH SCHOOL COWSERT ELEMENTARY SCHOOL CLINTON HIGH SCHOOL CLINTON INTERMEDIATE SCHOOL ADMINISTRATION CLINTON ELEMENTARY SCHOOL NAN CONCORD HIGH SCHOOL PRE SCHOOL CONCORD ELEMENTARY SCHOOL ELLEN SMITH ELEMENTARY SCHOOL CONWAY HIGH SCHOOL JULIA LEE MOORE ELEMENTARY SCHOOL JIM STONE ELEMENTARY SCHOOL SALLIE CONE ELEMENTARY SCHOOL ADMINISTRATION BUILDING RUTH DOYLE INTERMEDIATE SCHOOL BOB COURTWAY MIDDLE SCHOOL MARGUERITE VANN ELEMENTARY SCHOOL FLORENCE MATTISON ELEMENTARY SCHOOL SIMON INTERMEDIATE SCHOOL THEODORE JONES ELEMENTARY SCHOOL MARGUERITE VANN SPECIAL EDUCATION JULIA LEE MOORE SPECIAL EDUCATION CONWAY HIGH SCHOOL SPECIAL EDUCATION FLORENCE MATTISON SPECIAL EDUCATION CTSC FOOD SERVICE WOODROW CUMMINS ELEMENTARY SCHOOL CONWAY JUNIOR HIGH SCHOOL CENTRAL MAINTENANCE TRANSPORTATION PURCHASINGPRINTING CAREER CENTER CARL STUART MIDDLE SCHOOL IDA BURNS ADULT EDUCATION CAROLYN LEWIS ELEMENTARY SCHOOL ADMINISTRATIVE ANNEX COTTER HIGH SCHOOL AMANDA GIST ELEMENTARY SCHOOL ADMINISTRATION OFFICE HIGH SCHOOL ADMINISTRATION ELEMENTARY SCHOOL CROSSETT LEARNING CENTER AUDITORIUM CROSSETT HIGH SCHOOL CROSSETT ELEMENTARY SCHOOL ADMINISTRATION NORTH CROSSETT PRIMARY MAINTENANCE AND TRANSPORTATION DANIEL IS TECHNOLOGY ATHLETICS CROSSETT MIDDLE SCHOOL CAFETERIABAND ROOM CUTTER MORNING STAR ELEMENTARY SCHOOL NAN ADMINISTRATIVE OFFICES CUTTER MORNING STAR HIGH SCHOOL HIGH SCHOOL ADMINISTRATION S C TUCKER ELEMENTARY SCHOOL INTERMEDIATE SCHOOL MIDDLE SCHOOL PRIMARY SCHOOL HIGH SCHOOL MIDDLE SCHOOL BUS BARN ELEMENTARY SCHOOL HIGH SCHOOL ALL LOCATIONS DERMOTT ADMINISTRATION BUILDING DERMOTT HIGH SCHOOL DISTRICT ADMINISTRATION DERMOTT ELEMENTARY SCHOOL ATHLETIC COMPLEX ELEMENTARY SCHOOL PRE SCHOOL HIGH SCHOOL DIERKS HIGH SCHOOL DOLLARWAY HIGH SCHOOL OLD RFM MIDDLE SCHOOL CENTRAL OFF COMPLEX OLD DOLLARWAY HIGH SCHOOL JAMES MATTHEWS ELEMENTARY SCHOOL NAN ROBERT F MOREHEAD MIDDLE SCHOOL OLD TP ELEMENTARY SCHOOL ZZZ DO NOT USE DOLLARWAY MIDDLE SCHOOL BUS SHOP CENTRAL OFFICE LOWER MIDDLE SCHOOL PRIMARY SCHOOL MIDDLE SCHOOL HIGH SCHOOL FEDSPED ELEMENTARY SCHOOL TECHNOLOGY LAB CAFETERIA HIGH SCHOOL MIDDLE SCHOOL ADMINISTRATION ELEMENTARY SCHOOL REED INTERMEDIATE SCHOOL REED ELEMENTARY SCHOOL REED CAFE JUNIOR HIGH CAFE BASEBALL FIELDCONSESSION CENTRAL CAFE FEDERAL BUILDING HIGH SCHOOL OLD GYM DUMAS HIGH SCHOOL DUMAS JUNIOR HIGH SCHOOL CENTRAL ELEMENTARY SCHOOL CURRICULUM BLD FIELD HOUSE HIGH SCHOOL NEW GYM JUNIOR HIGH GYMNASTIC GYM TARGET PREP EARLE ELEMENTARY SCHOOL POOLOLD FOOTBALL COMPLEX ADMINISTRATION EARLE HIGH SCHOOL EAST END HIGH SCHOOL EAST END ELEMENTARY SCHOOL ADMINISTRATION MEMORIAL STADIUM ATHLETIC FIELDS RENTAL PROPERTY NORTHWEST ELEMENTARY SCHOOL RETTA BROWN ELEMENTARY SCHOOL WASHINGTON MIDDLE SCHOOL EL DORADO EDUCATION COMPLEX YOCUM ELEMENTARY SCHOOL EL DORADO HIGH SCHOOL ADMINISTRATION OFFICE BARTON JUNIOR HIGH SCHOOL HUGH GOODWIN ELEMENTARY SCHOOL MURMIL EDUCATIONAL CENTER CAFETERIA WAREHOUSE BUS YARD TAC HOUSE DISTRICT ATHLETIC COMPLEX ADMINISTRATION PRIMARY SCHOOL ELEMENTARY SCHOOL NAN HIGH SCHOOL MIDDLE SCHOOL FACILITIES NAN HIGH SCHOOL CAMPUS ELEMENTARY SCHOOL ZZZDO NOT USETRACK FIELD SPORTS COMPLEX VAN PELT TRACK FIELD BUS BARN GROUNDS MAINTENANCE FACILITIES BUILDING ELEMENTARY SCHOOL NEW HIGH SCHOOL ZZZ DO NOT USE OLD HIGH SCHOOL ELEMENTARY SCHOOL ELEMENTARY SCHOOL ADMINISTRATION BUILDING ELEMENTARY SCHOOL MIDDLE SCHOOL CAMDEN FAIRVIEW INTERMEDIATE SCHOOL IVORY PRIMARY SCHOOL FAIRVIEW ELEMENTARY SCHOOL NAN WHITESIDE CENTRAL OFFICE CAMDEN FAIRVIEW MIDDLE SCHOOL CAMDEN FAIRVIEW HIGH SCHOOL OLD MAINTENANCE SHOP EMPTY BLDG LEDBETTER INERMEDIATE 5TH GR NWA COOPERATIVE FOR EDUCATION OLD FOOD BLDG EMPTY BLDG TRANSPORTATION FHS ARENAPAC BOB FOLSOM ELEMENTARY SCHOOL ADMINISTRATION LEDBETTER INERMEDIATE GYM RGLMS GYM JERRY POP WILLIAMS ELEMENTARY SCHOOL NEW MAINTENANCE SHOP LEDBETTER INERMEDIATE 4TH GR FARMINGTON HIGH SCHOOL RANDALL G LYNCH MIDDLE SCHOOL HAPPY HOLLOW ELEMENTARY SCHOOL HOLT MIDDLE SCHOOL MCNAIR MIDDLE SCHOOL WASHINGTON ELEMENTARY SCHOOL RAMAY JUNIOR HIGH SCHOOL BUTTERFIELD ELEMENTARY SCHOOL ROOT ELEMENTARY SCHOOL HOLCOMB ELEMENTARY SCHOOL LEVERETT ELEMENTARY SCHOOL NAN ASBELL ELEMENTARY SCHOOL DISTRICT ATHLETICS OWL CREEK K 7 CIAA WOODLAND JUNIOR HIGH SCHOOL ALLPS EAST CAMPUS HIGH SCHOOL ADMINISTRATION JEFFERSON CENTER SUPPORT SERVICES VANDERGRIFF ELEMENTARY SCHOOL FLIPPIN HIGH SCHOOL FLIPPIN MIDDLE SCHOOL FLIPPIN ELEMENTARY SCHOOL MSHS CAFE ADMINISTRATION OFFICES FOREMAN HIGH SCHOOL ADMINISTRATION OSCAR HAMILTON ELEMENTARY SCHOOL ATHLETIC COMPLEX NAN LINCOLN ACADEMY ABC PRE SCHOOL STEWART ESADMIN FORREST CITY JUNIOR HIGH SCHOOL STEWART ELEMENTARY WEST CENTRAL ELEMENTARY SCHOOL MADISON ALE FORREST CITY HIGH SCHOOL SPECIAL EDUCATION DEPARTMENT ADMINISTRATION PRINT SHOP N PIKE ELEMENTARY SCHOOL SPRADLING ELEMENTARY SCHOOL SERVICE CENTER N CHAFFIN JUNIOR HIGH SCHOOL RAMSEY JUNIOR HIGH SCHOOL KIMMONS JUNIOR HIGH SCHOOL BALLMAN ELEMENTARY SCHOOL DARBY JUNIOR HIGH SCHOOL SUTTON ELEMENTARY SCHOOL WOODS ELEMENTARY SCHOOL PARKER CENTER N BEARD ELEMENTARY SCHOOL CAVANAUGH ELEMENTARY SCHOOL BONNEVILLE ELEMENTARY SCHOOL HOWARD ELEMENTARY SCHOOL BARLING ELEMENTARY SCHOOL EUPER LANE ELEMENTARY SCHOOL CARNALL ELEMENTARY SCHOOL FAIRVIEW ELEMENTARY SCHOOL MORRISON ELEMENTARY SCHOOL COOK ELEMENTARY SCHOOL TRUSTY ELEMENTARY SCHOOL BELLE POINT CENTER ORR ELEMENTARY SCHOOL ROGERS CENTER N SOUTHSIDE HIGH SCHOOL TILLES ELEMENTARY SCHOOL NORTHSIDE HIGH SCHOOL SUNNYMEDE ELEMENTARY SCHOOL PEABODY ADULT EDUCATION N ATHLETICS MIDDLE SCHOOL HIGH SCHOOL DISTRICT WIDE ELEMENTARY SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL NAN DISTRICT MIDDLE SCHOOL GENTRY HIGH SCHOOL CONVERSION CHARTER GENTRY MIDDLE SCHOOL DISTRICT WIDE SPECIAL EDUCATION ADMINISTRATION TRANSPORTATION GENTRY INTERMEDIATE SCHOOL FOOD SERVICES GENTRY PRIMARY SCHOOL GLEN ROSE HIGH SCHOOL GLEN ROSE ELEMENTARY SCHOOL GLEN ROSE MIDDLE SCHOOL ADMINISTRATION BLDG FOOTBALL STADIUM BUSMAINTENANCE SEWAGE TREATMENT PLANT HIGH SCHOOL ZZZ DO NOT USE PRIMARY SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL CAFETERIA INTERMEDIATE SCHOOL CAFETERIA MIDDLE SCHOOL ZZZ DO NOT USE INTERMEDIATE SCHOOL PRIMARY SCHOOL CAFETERIA ANNEX BUILDING GRAVETTE MIDDLE SCHOOL FORMER HIGH SCHOOL UPPER ELEMENTARY SCHOOL GLENN DUFFY ELEMENTARY SCHOOL GRAVETTE SCHOOL DISTRICT UD HIGH SCHOOL FIELD HOUSE WESTERN BENTON COUNTY CAREER TECH CENTER MIDDLE SCHOOL CAFETERIA COMPETITION GYM ALEMAIN ACADEMY ADMINISTRATION BUILDING MIDDLE SCHOOL GYM TRANSPORTATION FACILITY HIGH SCHOOL SPORTS COMPLEX MIDDLE SCHOOL FIELD HOUSE GRAVETTE HIGH SCHOOL GREEN FOREST INTERMEDIATE SCHOOL GREEN FOREST LOWER ELEMENTARY SCHOOL GREEN FOREST MIDDLE SCHOOL GREEN FOREST MAINTENANCE TRANSPORTATION GREEN FOREST HIGH SCHOOL WESTSIDE ELEMENTARY SCHOOL SPRINGHILL ELEMENTARY SCHOOL ADMINISTRATION JUNIOR HIGH SCHOOL HIGH SCHOOL WOOSTER ELEMENTARY SCHOOL ATHLETIC COMPLEX MIDDLE SCHOOL EASTSIDE ELEMENTARY SCHOOL NAN GES GHS ADMINISTRATION ATHLETIC FIELDS GMS ADMINISTRATION WESTWOOD PRIMARY SCHOOL SPECIAL EDUCATION HOUSE EASTHILLS MIDDLE SCHOOL GREENWOOD HIGH SCHOOL GREENWOOD JUNIOR HIGH SCHOOL EARLY CHILDHOOD DEVELOPMENT BUS GARAGE EAST POINTE ELEMENTARY SCHOOL MAINTENANCEALEBUS GARAGE CENTRAL OFFICEAUDITORIUM CABE MIDDLE SCHOOL GURDON PRIMARY SCHOOL GURDON HIGH SCHOOL GUY PERKINS ELEMENTARY SCHOOL THUNDERBIRD COMPLEX STORAGE OLD GYM MUSIC BLDG BUS GARAGE CAFETERIA OLD MAIN T BIRD COMPLEX HARTFORD ELEMENTARY SCHOOL HARTFORD HIGH SCHOOL HACKETT HIGH SCHOOL HACKETT ELEMENTARY SCHOOL EAST WING FINE ARTS CAFETERIA HIGH SCHOOL HIGH SCHOOL GYM WEST WING ADMINISTRATION 5205 ADMINISTRATION 11 SPARKMAN ELEMENTARY SCHOOL 12 SPARKMAN HIGH SCHOOL 29 HARMONY GROVE HIGH SCHOOL 28 HARMONY GROVE ELEMENTARY SCHOOL FOOD SERVICE JUNIOR HIGH SCHOOL ATHLETIC WESTBROOK ELEMENTARY SCHOOL MIDDLE SCHOOL HIGH SCHOOL HARRISBURG MIDDLE SCHOOL HARRISBURG ELEMENTARY SCHOOL WEINER ELEMENTARY SCHOOL WEINER HIGH SCHOOL HARRISBURG HIGH SCHOOL CENTRAL OFFICE JUNIOR HIGH SCHOOL FOOD SERVICE HARRISON HIGH SCHOOL FOREST HEIGHTS ELEMENTARY SCHOOL K 6 A SCHOOL 7 12 A SCHOOL ADMINISTRATION BUILDING HARRISON PRESCHOOL OUR PRESCHOOL HARRISON MIDDLE SCHOOL SKYLINE HEIGHTS ELEMENTARY SCHOOL EAGLE HEIGHTS ELEMENTARY SCHOOL WOODLAND HEIGHTS ELEMENTARY SCHOOL ALL BUILDINGS HAZEN CENTRAL OFFICE HAZEN ELEMENTARY SCHOOL HAZEN HIGH SCHOOL NAN TRACK FOOTBALL FIELD ADMINNEW GYM ELEMENTARY SCHOOL HIGH SCHOOL MIDDLE SCHOOL HECTOR HIGH SCHOOL CAMPUS HECTOR ELEMENTARY CAMPUS ADMINISTRATION ADMINISTRATION JF WAHL ELEMENTARY SCHOOL MAINTENANCE BUILDING CENTRAL HIGH SCHOOL 9 12 MILLER JUNIOR HIGH 4 6 004 BUS GARAGE NAN TRANSPORTATION BUILDING ADMINISTRATION HERMITAGE ELEMENTARY SCHOOL BUS GARAGE HERMITAGE HIGH SCHOOL CAMPUS HERMITAGE MIDDLE SCHOOL CENTRAL OFFICE HIGH SCHOOL ELEMENTARY SCHOOL HIGHLAND MIDDLE SCHOOL CENTRAL OFFICE ACTIVITY CENTER BUS GARAGE HIGHLAND HIGH SCHOOL CHEROKEE ELEMENTARY SCHOOL WILLIAM JEFFERSON CLINTON PRIMARY 2903007 PAISLEY CAMPUS AND MAINTENANCE GARLAND HAPS BERYL HENRY ELEMENTARY SCHOOL CENTRAL ADMINISTRATION NAN ABC PRE K HENRY CLAY YERGER MIDDLE SCHOOL EDITH BROWN HOPE HIGH SCHOOL 1701 S MAIN STREET PRE SCHOOL HORATIO ELEMENTARY SCHOOL BUS GARAGE BASEBALLSOFTBALL ADMINISTRATION HORATIO HIGH SCHOOL OAKLAWN MAGNET SCHOOL HOT SPRINGS MIDDLE SCHOOL NAN GREENWOOD STORAGE EASTSIDE PARK MAGNET SCHOOL JONES ADMINISTRATION BUILDING GARDNER MAGNET SCHOOL INTERMEDIATE SCHOOL GARLAND COUNTY PRE K HOT SPRINGS HIGH SCHOOL SUPPORT OFFICE COMPLEX LANGSTON MAGNET SCHOOL CAMPUS WIDE MIDDLE SCHOOL ADMINISTRATION ALE SCHOOL ELEMENTARY SCHOOL NAN HIGH SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL MIDDLE SCHOOL WEST MEMPHIS HIGH SCHOOL DISTRICT ADMINISTRATION FAULK ELEMENTARY SCHOOL BRAGG ELEMENTARY SCHOOL WEST JUNIOR HIGH SCHOOL JACKSON ELEMENTARY SCHOOL MADDUX ELEMENTARY SCHOOL RICHLAND ELEMENTARY SCHOOL WONDER ELEMENTARY SCHOOL EAST JUNIOR HIGH SCHOOL TRANSPORTATION BUS SHOP SUPPORT SERVICES WM LEARNING CENTER ALE FORMERLY WEDLOCK CAFETERIA OFFICE AND WAREHOUSE WONDER JUNIOR HIGH SCHOOL MAINTENANCE OFFICE AND WAREHOUSE NAN WEAVER ELEMENTARY SCHOOL HUNTSVILLE MIDDLE SCHOOL HSD ATHLETIC DEPT GYM ADMINISTRATION BUILDING TRANSPORTATION DEPARTMENT SAINT PAUL CAMPUS WATSON PRIMARY SCHOOL HUNTSVILLE HIGH SCHOOL HUNTSVILLE SCHOOL ADMINISTRATION BLDG HSD ATHLETICS FOOTBALL COMPLEX HUNTSVILLE INTERMEDIATE SCHOOL DISTRICT MAINT SHOP NAN KINGSTON CAMPUS ADMINISTRATION OARK ADMINISTRATION ZZZDO NOT USEJASPER ELEMENTARY SCHOOL ZZZDO NOT USEJASPER CAMPUS ADMINISTRATION OFFICES OARK HIGH SCHOOL KINGSTON HIGH SCHOOL KINGSTON ELEMENTARY SCHOOL OARK ELEMENTARY SCHOOL JASPER K 12 COMPREHENSIVE STUDENT TRANSPORTATION MICRO SOCIETY MAGNET SCHOOL ANNIE CAMP JUNIOR HIGH SCHOOL KINDERGARTEN CENTER DOUGLAS MACARTHUR JUNIOR HIGH SCHOOL JONESBORO HIGH SCHOOL SUCCESS MAINTENANCE SUPPORT SERVICES ADMINISTRATION SERVICES ALL BUILDINGS MATH SCIENCE MAGNET SCHOOL VOCATIONAL SCHOOL NAN PRE K CENTER INTERNATIONAL STUDIES MAGNET SCHOOL VISUAL PERFORMING ARTS MAGNET SCHOOL HEALTH WELLNESS ENVIRONMENT MAGNET SCHOOL PRE K NORTH JUNCTION CITY SCHOOL DISTRICT HIGH SCHOOL NAN FOOTBALL FIELD ELEMENTARY SCHOOL JES RHS RJHS ADMINISTRATION KES JUNIOR HIGH SCHOOL NEW HORIZONS ALE PRIMARY SCHOOL MIDDLE SCHOOL INTERMEDIATE SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL ADMINISTRATION ALE LAKESIDE UPPER ELEMENTARY SCHOOL BUS SHOP ADMINISTRATION LAKESIDE HIGH SCHOOL EUDORA ELEMENTARY SCHOOL LAKESIDE MIDDLE SCHOOL LAKESIDE ELEMENTARY SCHOOL PRIMARY SCHOOL ADMINISTRATION HIGH SCHOOL INTERMEDIATE SCHOOL MIDDLE SCHOOL JUNIOR HIGH SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL MIDDLE SCHOOL ADMINISTRATION DISTRICT WIDE ELEMENTARY SCHOOL MIDDLE SCHOOL HIGH SCHOOL ADMINISTRATION MIDDLE SCHOOL HIGH SCHOOL ELEMENTARY SCHOOL PLANT SERVICES ADMINISTRATION MCCLELLAN HIGH SCHOOL HAMILTON LEARNING ACADEMY ROBERTS ELEMENTARY SCHOOL FELDER LEARNING ACADEMY CAFETERIA DEPARTMENT MCCLELLAN STADIUM LAIDLAW TRANSPORTATION MURRY ST ISH IRC LRSD TRANSPORTATION 21ST ST PINNACLE VIEW MIDDLE SCHOOL PARKVIEW HIGH SCHOOL TERRY ELEMENTARY SCHOOL PROCUREMENT WESTERN HILLS ELEMENTARY SCHOOL STUDENT ASSIGNMENT WASHINGTON ELEMENTARY SCHOOL WILLIAMS ELEMENTARY SCHOOL WATSON ELEMENTARY SCHOOL WOODRUFF ELEMENTARY SCHOOL CLOVERDALE MIDDLE SCHOOL OAKHURST ADULT EDUCATION CENTER DUNBAR MIDDLE SCHOOL FOREST HEIGHTS MIDDLE SCHOOL HENDERSON MIDDLE SCHOOL MANN MIDDLE SCHOOL MABELVALE MIDDLE SCHOOL FAIR STADIUM BADGETT BALE ELEMENTARY SCHOOL SCOTT FIELD GEYER SPRINGS ELEMENTARY SCHOOL FRANKLIN ELEMENTARY SCHOOL GIBBS ELEMENTARY SCHOOL MABELVALE ELEMENTARY SCHOOL KING ELEMENTARY SCHOOL ROCKEFELLER ELEMENTARY SCHOOL FULBRIGHT ELEMENTARY SCHOOL OTTER CREEK ELEMENTARY SCHOOL MCDERMOTT ELEMENTARY SCHOOL JEFFERSON ELEMENTARY SCHOOL MEADOWCLIFF ELEMENTARY SCHOOL PULASKI HEIGHTS ELEMENTARY SCHOOL ROMINE ELEMENTARY SCHOOL METROPOLITAN TECHNICAL CENTER WAKEFIELD ELEMENTARY SCHOOL WILSON ELEMENTARY SCHOOL FOREST PARK ELEMENTARY SCHOOL CENTRAL HIGH SCHOOL HALL HIGH SCHOOL CHICOT ELEMENTARY SCHOOL BOOKER ELEMENTARY SCHOOL CARVER ELEMENTARY SCHOOL BASELINE ELEMENTARY SCHOOL FAIR HIGH SCHOOL BRADY ELEMENTARY SCHOOL FAIR PARK QUIGLEY STADIUM GILLIAM STEPHENS ELEMENTARY SCHOOL DODD ELEMENTARY SCHOOL GARLAND PULASKI HEIGHTS MIDDLE SCHOOL LONOKE PRIMARY SCHOOL LONOKE HIGH SCHOOL CAREER CENTER SPECIAL EDUCATION OFFICE ADULT EDUCATION LONOKE MIDDLE SCHOOL CENTRAL OFFICE LONOKE ELEMENTARY SCHOOL HIGH SCHOOL ELEMENTARY SCHOOL ADMINISTRATION COMPLEX SPORTS COMPLEX SAFE ROOM BAND HALL MIDDLE SCHOOL JUNIOR HIGH SCHOOL ANNEX MAGNET COVE HIGH SCHOOL ATHLETIC COMPLEX MAGNET COVE HIGH SCHOOL MAGNET COVE ELEMENTARY SCHOOL ADMINISTRATION MALVERN HIGH SCHOOL MALVERN ELEMENTARY SCHOOL SPECIAL EDUCATION OFFICE MALVERN JUNIOR HIGH SCHOOL BUS SHOP WILSON INTERMEDIATE SCHOOL MALVERN MIDDLE SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL MIDDLE SCHOOL ELEMENTARY SCHOOL ADMINISTRATION HIGH SCHOOL WHITTEN ELEMENTARY SCHOOL LEE HIGH SCHOOL STRONG ELEMENTARY SCHOOL CENTRAL OFFICE NAN ALTERNATIVE LEARNING WHITTEN PRE SCHOOL TRANSPORTATION STRONG MIDDLE SCHOOL MAINTENANCE MARION INTERMEDIATE SCHOOOL MARION ELEMENTARY SCHOOL AVONDALE ELEMENTARY SCHOOL ADMINISTRATION MARION HIGH SCHOOL MARION JUNIOR HIGH SCHOOL MARION MIDDLE SCHOOL CRITTENDEN PREP ACADEMY MARKED TREE HIGH SCHOOL MARKED TREE ELEMENTARY SCHOOL MARSHALL ELEMENTARY SCHOOL LESLIE INTERMEDIATE SCHOOL NORTH CENTRAL CAREER CENTER MARSHALL HIGH SCHOOL OLD ELEMENTARY SCHOOL MARVELL ELEMENTARY SCHOOL MARVELL HIGH SCHOOL BUS GARAGE RESOURCE CENTER ELEMENTARY SCHOOL HIGH SCHOOL MIDDLE SCHOOL ADMINISTRATION ELEMENTARY SCHOOL HIGH SCHOOL ADMINISTRATION HIGH SCHOOL ELEMENTARY SCHOOL ALE MCGEHEE JUNIOR HIGH SCHOOL MCGEHEE ELEMENTARY SCHOOL MCGEHEE HIGH SCHOOL HIPPY BUILDING ADMINISTRATION BUILDING BUS GARAGE ADMINISTRATION MT PLEASANT MELBOURNE ELEMENTARY SCHOOL MELBOURNE HIGH SCHOOL SUPPORT SERVICES LOUISE DURHAM ELEMENTARY SCHOOL HOLLY HARSHAM ELEMENTARY SCHOOL MENA MIDDLE SCHOOL NEW BUS GARAGE HIGH SCHOOL 2010 ADMINISTRATION MINERAL SPRINGS HIGH SCHOOL ADMINISTRATION OFFICE MES MIS CITY PARK OEC MAINTENANCE BUS SHOP DISTRICT MMS MHS NAN ELEMENTARY CAMPUS HIGH SCHOOL CAMPUS HIGH SCHOOL ELEMENTARY SCHOOL MOUNTAIN PINE HIGH SCHOOL ADMINISTRATION MOUNTAIN PINE ELEMENTARY SCHOOL CAFETERIA HIGH SCHOOL ELEMENTARY SCHOOL MIDDLE SCHOOL MILLSAP INTERMEDIATE SCHOOL PLEASANT VIEW JUNIOR HIGH SCHOOL MULBERRY HIGH SCHOOL MARVIN PRIMARY SCHOOL HIGH SCHOOL DELIGHT CAMPUS ELEMENTARY SCHOOL HIGH SCHOOL CAMPUS ALTERNATIVE CAMPUS NAN ADMINISTRATION PRIMARY CAMPUS ELEMENTARY CAMPUS JUNIOR HIGH CAMPUS CAFETERIA LIBRARY SPECIAL SERVICES ELEMENTARY SCHOOL HIGH SCHOOL MIDDLE SCHOOL ALL LOCATIONS FINE ARTS NETTLETON JUNIOR HIGH SCHOOL NETTLETON MIDDLE SCHOOL UNIVERSITY HEIGHTS INTERMEDIATE SCHOOL FOX MEADOW INTERMEDIATE SCHOOL FOX MEADOW ELEMENTARY SCHOOL ALL LOCATIONS CENTRAL ADMINISTRATION OFFICE NETTLETON PRE K UNIVERSITY HEIGHTS ELEMENTARY SCHOOL NETTLETON HIGH SCHOOL NORFORK HIGH SCHOOL ARRIE GOFORTH ELEMENTARY SCHOOL ADMINISTRATION BUILDING AGRICULTURE BUILDING BUS GARAGE NLR MIDDLE SCHOOL 6TH 070 ZZZZZ DO NOT USE BOONE PARK ELEMENTARY SCHOOL MAINTENANCE WAREHOUSE 000 CRESTWOOD ELEMENTARY 055 ZZZZZZDO NOT USE BARING CROSS RENTAL 53 FURNITURE WAREHOUSE 095 BELWOOD ELEMENTARY 053 NLRHS SOPHOMORE CAMPUS 082 FORMERLY POPLAR STREET MIDDLE SCHOOL TRANSPORTATION WAREHOUSE 04 NLR HIGH SCHOOL OLD WEST CAMPUS 12359 SEVENTH STREET ELEMENTARY 069 CAFETERIA WAREHOUSE 000 STADIUM 007 AMBOY ELEMENTARY SCHOOL ADMINISTRATIVE ANNEX 000 ZZZ DO NOT USE PARK HILL ELEMENTARY 064 PIKE VIEW PRE SCHOOL 067 ZZZ DO NOT USE OLD AMBOY ELEMENTARY SCHOOL REDWOOD PRE SCHOOL 067 ZZZ DO NOT USE NORTH HEIGHTS ELEMENTARY 063 ADMINISTRATION BLDG 000 INDIAN HILLS ELEMENTARY 057 NLR MIDDLE SCHOOL 7TH8TH 070 NLR ACADEMY 080 FORMERLY ROSE CITY MIDDLE SCHOOL ZZZZZ DO NOT USE MEADOW PARK LAKEWOOD ELEMENTARY 058 LYNCH DRIVE ELEMENTARY 060 GLENVIEW ELEMENTARY 056 ARGENTA 076 BOONE PARK ELEMENTARY 054 RIDGEROAD ELEMENTARY 084 ZZZZZ DO NOT USE GLENVIEW ELEMENTARY SCHOOL ARENA 000 ZZZZZZ DO NOT USE LAKEWOOD ELEMENTARY SCHOOL NLR HIGH SCHOOL TOWER A B 082 MEADOW PARK 061 OMAHA HIGH SCHOOL OMAHA ELEMENTARY SCHOOL MIDDLE SCHOOL CAFETERIA JUNIOR HIGH SCHOOL OPERATIONS DEPARTMENT BLDG MIDDLE SCHOOL ALL LOCATIONS CARROLL SMITH ELEMENTARY CAMPUS 053 STEM ACADEMY 705 NORTH ELEMENTARY CAMPUS 052 HIGH SCHOOL CAMPUS 051 ZZZ DONOTUSE WEST ELEMENTARY SCHOOL BUS GARAGE ADMINISTRATION BUILDING OUACHITA ELEMENTARY SCHOOL DISTRICT NAN OUACHITA HIGH SCHOOL ADMINISTRATION OZARK MIDDLE SCHOOL CAMPUS OZARK PRIMARY CAMPUS OZARK JUNIOR HIGH CAMPUS OZARK HIGH SCHOOL CAMPUS Z DO NOT USE UPPER ELEMENTARY CAMPUS ADMINISTRATION OZARK KINDERGARTEN CAMPUS ZZDO NOT USEPANGBURN ELEMENTARY SCHOOL ZZDO NOT USEPANGBURN MIDDLE SCHOOL ZZDO NOT USEHIGH SCHOOL GYM NAN PANGBURN SCHOOL DISTRICT MIDDLE SCHOOL ADMINISTRATION BUILDING ELEMENTARY SCHOOL HIGH SCHOOL DAYCARE ELEMENTARY SCHOOL CAFETORIUM SPORTS COMPLEX HIGH SCHOOL ELEMHIGH SCHOOL CAMPUS ADMINISTRATIVE ADMINISTRATION OFFICE BUS SHOP PERRYVILLE ELEMENTARY SCHOOL PERRYVILLE HIGH SCHOOL ELEMENTARY SCHOOL HIGH SCHOOL NAN ALMA SPIKES ELEMENTARY SCHOOL NAN MD WILLIAMS INTERMEDIATE SCHOOL POCAHONTAS HIGH SCHOOL POCAHONTAS JUNIOR HIGH SCHOOL ADMINISTRATION BUS SHOP JUNIOR HIGH SCHOOL HIGH SCHOOL ADMINISTRATION BUILDING ELEMENTARY SCHOOL MIDDLE SCHOOL NURSECOPY ROOM LIBRARY ELEMENTARY SCHOOL ARTGT BUILDING GYM CAFETERIA MUSIC BUILDING OLD K 2 FIELD HOUSE COUNSELORS OFFICE DAVID OLD ADMINISTRATION OFFICE SUPERINTENDENTS OFFICE MULTI PURPOSE BUILDING PRESCHOOL OLD HIGH SCHOOL NEW ELEMENTARY BUILDING K 6 HIGH SCHOOL HIGH SCHOOL NEW GYM OLD GYM OLD PRIMARY BLDING ELEMENTARY SCHOOL MIDDLE SCHOOL FIELDHOUSE PRESCOTT HIGH SCHOOL MCRAE MIDDLE SCHOOL DISTRICT ADMINISTRATION OFFICE PRESCOTT ELEMENTARY SCHOOL CLINTON ELEMENTARY SCHOOL BAYOU METO ELEMENTARY SCHOOL WARREN DUPREE ELEMENTARY SCHOOL OAK GROVE ELEMENTARY SCHOOL JACKSONVILLE ELEMENTARY SCHOOL LANDMARK ELEMENTARY SCHOOL LAWSON ELEMENTARY SCHOOL CRYSTAL HILL ELEMENTARY SCHOOL SYLVAN HILLS ELEMENTARY SCHOOL XXX DO NOT USE JACKSONVILLE MIDDLE SCHOOL SOUTH SHERWOOD ELEMENTARY SCHOOL XXX DO NOT USE JACKSONVILLE MIDDLE SCHOOL NORTH TOLLESON ELEMENTARY SCHOOL NAN XXX DO NOT USE SCOTT ELEMENTARY SCHOOL ADKINS PRE K CENTER BAKER INTERDISTRICT ELEMENTARY SCHOOL HARRIS ELEMENTARY SCHOOL JOE T ROBINSON ELEMENTARY SCHOOL SUPERINTENDENTS OFFICE PULASKI COUNTY SPECIAL SCHOOL DISTRICT UD SYLVAN HILLS ACADEMY NORTHWOOD MIDDLE SCHOOL SECURITY OFFICE SHERIIFS OFFICE PINE FOREST ELEMENTARY SCHOOL TRANSPORTATION NORTH OAK GROVE BUS POUND NPJSD ADMIN BLDG SPECIAL EDUCATION DEPARTMENT ADULT LEARNING SERVICES MAUMELLE HIGH SCHOOL BUS TRAINING DEPARTMENT COL GLENN BUS POUND FOOD SERVICES SUPPORT SERVICES CENTRAL OFFICE WAREHOUSE MAINTENANCESECURITYWAREHOUSEFOOD SERVICE NORTH PULASKI HIGH SCHOOL JOE T ROBINSON HIGH SCHOOL TRANSPORTATION SOUTH WILBUR D MILLS HIGH SCHOOL CHENAL ELEMENTARY SCHOOL MAUMELLE MIDDLE SCHOOL BATES ELEMENTARY SCHOOL CATO ELEMENTARY SCHOOL PULASKI EAST COMPLEX FULLER ANNEX ARNOLD DRIVE ELEMENTARY SCHOOL PINEWOOD ELEMENTARY SCHOOL JOE T ROBINSON MIDDLE SCHOOL NORTHWEST TRANSPORTATION OAKBROOKE ELEMENTARY SCHOOL JACKSONVILLE HIGH SCHOOL SYLVAN HILLS MIDDLE SCHOOL MURRELL TAYLOR ELEMENTARY SCHOOL PLANT PLANNING COLLEGE STATION ELEMENTARY SCHOOL FULLER MIDDLE SCHOOL SYLVAN HILLS HIGH SCHOOL A ADMINISTRATION B QUITMAN ELEMENTARY SCHOOL C QUITMAN HIGH SCHOOL SPECIAL SERVICES SCHOOL SERVICES ESOL TECHNOLOGY BUILDING BOND BUILDINGGATES STADIUM DISTRICT WIDE JOE MATHIAS ELEMENTARY SCHOOL REAP BUILDING ADMINISTRATION BUILDING Z DO NOT USE PROFESSIONAL DEVELOPMENT CENTER WESTSIDE ELEMENTARY SCHOOL ELMWOOD MIDDLE SCHOOL BIRCH KIRKSEY MIDDLE SCHOOL NAN ROGERS SENIOR HIGH SCHOOL GREER LINGLE MIDDLE SCHOOL PRE K OAKDALE MIDDLE SCHOOL GRACE HILL ELEMENTARY SCHOOL REAGAN ELEMENTARY SCHOOL BUS BARN FRANK TILLERY ELEMENTARY SCHOOL BELLVIEW ELEMENTARY SCHOOL RUSSELL JONES ELEMENTARY SCHOOL ROGERS NEW TECHNOLOGY HIGH SCHOOL OLD WIRE ELEMENTARY SCHOOL COPY CENTERTLI JANIE DARR ELEMENTARY SCHOOL ELZA TUCKER ROGERS HIGH SCHOOL STADIUM ROGERS HIGH SCHOOL FIELDHOUSE HERITAGE SENIOR HIGH SCHOOL GARFIELD ELEMENTARY SCHOOL LOWELL ELEMENTARY SCHOOL BONNIE GRIMES ELEMENTARY SCHOOL NORTHSIDE ELEMENTARY SCHOOL EASTSIDE ELEMENTARY SCHOOL ADMINISTRATION ROSE BUD HIGH SCHOOL ROSE BUD ELEMENTARY SCHOOL LONDON GARDNER DWIGHT CRAWFORD ADMINISTRATION BUILDING CENTER VALLEY CENTRAL OFFICE PERFORMING ART CENTER OAKLAND MGC SEQUOYAH ACTC RHS RJHS ELEMENTARY SCHOOL HIGH SCHOOL ATHLETIC COMPLEX ADMINISTRATION DISTRICT OFFICES SCRANTON HIGH SCHOOL SCRANTON ELEMENTARY SCHOOL ADMINISTRATION BUILDING SIDNEY DEENER ELEMENTARY SCHOOL SPORTS COMPLEX MCRAE ELEMENTARY SCHOOL WESTSIDE ELEMENTARY SCHOOL AHLF JUNIOR HIGH SCHOOL LION STADIUM SOUTHWEST MIDDLE SCHOOL SEARCY HIGH SCHOOL EAST OFFICE SEARCY LEARNING CENTER CAFETERIA SALC AGRICULTURE ADMINISTRATION BUILDING SPORTS BUILDING COMPLEX ELEMENTARY SCHOOL HIGH SCHOOL SILOAM SPRINGS MIDDLE SCHOOL ALLEN ELEMENTARY CAMPUS SILOAM SPRINGS INTERMEDIATE SCHOOL CENTRAL OFFICE COMPLEX NORTHSIDE ELEMENTARY CAMPUS SOUTHSIDE ELEMENTARY CAMPUS SILOAM SPRINGS HIGH SCHOOL MAINTENANCE DEPARTMENT MAIN STREET ACADEMY TRANSPORTATION DISTRICT CAFETERIA HIGH SCHOOL ELEMENTARY SCHOOL MIDDLE SCHOOL NORPHLET ADMINISTRATION SMACKOVER PRESCHOOL SMACKOVER ELEMENTARY SCHOOL SMACKOVER HIGH SCHOOL NORPHLET ELEMENTARY SCHOOL NORPHLET HIGH SCHOOL SMACKOVER ADMINISTRATION MORRILTON JUNIOR HIGH SCHOOL SUPERINTENDENT OFFICE RIVER VALLEY TECHNICAL CENTER NORTH SIDE HOUSE ALLISON HOUSE TRANSPORTATION DEPARTMENT MORRILTON HIGH SCHOOL MORRILTON PRIMARY FIRST GRADE MORRILTON INTERMEDIATE SCHOOL ANNEX MORRILTON ELEMENTARY SCHOOL MIDDLE SCHOOL NEW HIGH SCHOOL JUNIOR HIGH SCHOOL ELEMENTARY SCHOOL PRE SCHOOL SOUTH SIDE HIGH SCHOOL PRE SCHOOL BUS SHOP SUPERINTENDENT RESIDENCE SOUTH SIDE ELEMENTARY SCHOOL SPRING HILL HIGH SCHOOL CENTRAL JUNIOR HIGH SCHOOL CHILDERSKNAPP ELEMENTARY SCHOOL I SCHOOL LAYMAN BUILDING LAKESIDE JUNIOR HIGH SCHOOL CANNON BUILDING INDOOR ATHLETIC FACILITY HHS OZARK VIDEO PRODUCTION HAR BER HIGH SCHOOL DISTRICT BUILDINGS MAINTENANCE SHOP GEORGE ELEMENTARY SCHOOL ELMDALE ELEMENTARY SCHOOL BAYYARI ELEMENTARY SCHOOL ADMINISTRATION LEE ELEMENTARY SCHOOL NAN SONORA ELEMENTARY SCHOOL MONITOR ELEMENTARY SCHOOL WALTER TURNBOW ELEMENTARY SCHOOL SONORA MIDDLE SCHOOL JTL TECHNOLOGY DEPARTMENT HELEN TYSON MIDDLE SCHOOL WASHINGTON SPECIAL SERVICES SOUTHWEST JUNIOR HIGH SCHOOL JO KELLY MIDDLE SCHOOL SUPPORT SERVICES HELLSTERN MIDDLE SCHOOL AQUATIC CENTER WESTWOOD ELEMENTARY SCHOOL WALKER ELEMENTARY SCHOOL WILLIS SHAW ELEMENTARY SCHOOL TYSON ELEMENTARY SCHOOL PARSON HILLS ELEMENTARY SCHOOL JONES ELEMENTARY SCHOOL BERNICE YOUNG ELEMENTARY SCHOOL LAUNDRY TG SMITH ELEMENTARY SCHOOL HARP ELEMENTARY SCHOOL ATHLETIC DEPTLAYMAN HYLTON JUNIOR HIGH SCHOOL HENWASH INDOOR ATHLETIC FACILITY SHS SPRINGDALE HIGH SCHOOL NEW CONSTRUCTION CENTRAL PRE K SPRINGDALE HIGH SCHOOL TRANSPORTATION GARAGE GEORGE JUNIOR HIGH SCHOOL HUNT ELEMENTARY SCHOOL STRONG HIGH SCHOOL CAMPUS GARDNER STRONG ELEMENTARY CAMPUS STRONG HUTTIG MIDDLE SCHOOL STUTTGART JUNIOR HIGH SCHOOL ADMINISTRATION BUILDING STUTTGART HIGH SCHOOL MEEKINS MIDDLE SCHOOL PARK AVE ELEMENTARY SCHOOL ELEMENTARY SCHOOL MIDDLE SCHOOL HIGH SCHOOL 2012 DISTRICT OFFICES HIGH SCHOOL INTERMEDIATE SCHOOL JUNIOR HIGH SCHOOL PRIMARY SCHOOL PRESCHOOL PRIMARY CAMPUS RAZORBACK STADIUM COMPLEX KILPATRICK ELEMENTARY SCHOOL COLLEGE HILL ELEMENTARY SCHOOL ARKANSAS HIGH SCHOOL FAIRVIEW ELEMENTARY SCHOOL TRICE ELEMENTARY SCHOOL UNION ELEMENTARY SCHOOL WT DANIELS ATHLETICS BURHMAN FIELD LITTLE EDUCATION CENTERBUS TECH CENTER ADMINISTRATION BUILDING WASHINGTON 4A MAINTENANCEFOOD SERVICETRANSPORTATION CAREER TECH CENTER TAVC NORTH HEIGHTS JUNIOR HIGH SCHOOL COLLEGE HILL MIDDLE SCHOOL SWIFTON MIDDLE SCHOOL TUCKERMAN ELEMENTARY SCHOOL TUCKERMAN HIGH SCHOOL BUS GARAGE HIGH SCHOOL LITTLE RED SCHOOL HOUSE ELEMENTARY SCHOOL MIDDLE SCHOOL VALLEY VIEW ELEMENTARY SCHOOL VALLEY VIEW INTERMEDIATE SCHOOL VALLEY VIEW HIGH SCHOOL VALLEY VIEW JUNIOR HIGH SCHOOL ADMINISTRATION BUILDING PRE K BUILDING VAN BUREN HIGH SCHOOL NAN RENA ELEMENTARY SCHOOL NORTHRIDGE MIDDLE SCHOOL SERVICE CENTER COMPLEX ADULT EDUCATION COMPLEX ADMINISTRATION COMPLEX DISTRICT ATHLETICS ACTIVITIES COMPLEXS ZZZ DO NOT USE FIELD OF DREAMS BASEBALL ZZZ DO NOT USE VBHS SOFTBALL FIELD CITY HEIGHTS ELEMENTARY SCHOOL VBHS ALECAREER CENTER ZZZ DO NOT USE VBHS FRESHMAN ACADEMY PARKVIEW ELEMENTARY SCHOOL TATE ELEMENTARY SCHOOL BUTTERFIELD TRAIL MIDDLE SCHOOL ZDISTRICT WIDE CENTRAL ELEMENTARY SCHOOL KING ELEMENTARY SCHOOL CHILD CARE MAINTENANCE BLDG MIDDLE SCHOOL BUS GARAGE CAMPUS GROUNDS HIGH SCHOOL PRIMARY SCHOOL INTERMEDIATE SCHOOL FRESHMAN ACADEMY ADMINISTRATION BLDG NAN SPORTS COMPLEXES ELEMENTARY SCHOOL VIOLA ELEMENTARY SCHOOL VIOLA HIGH SCHOOL ALL LOCATIONS ADMINISTRATIVE LOCATION OLD HIGH SCHOOL CAMPUS NEW HIGH SCHOOL CAMPUS ZZ DO NOT USE ALL LOCATIONS MIDDLE SCHOOL CAMPUS ELEMENTARY SCHOOL CAMPUS WATSON CHAPEL JUNIOR HIGH SCHOOL WATSON CHAPEL HIGH SCHOOL BUS MAINTENANCE AND WAREHOUSE L L OWEN ELEMENTARY SCHOOL EDGEWOOD ELEMENTARY SCHOOL COLEMAN ELEMENTARY SCHOOL NAN ADMINISTRATION BUILDING WEST FORK HIGH SCHOOL ADMINISTRATIVE BUILDINGS WEST FORK ELEMENTARY SCHOOL WEST FORK MIDDLE SCHOOL WESTSIDE HIGH SCHOOL ADMINISTRATION WESTSIDE ELEMENTARY SCHOOL DISTRICT CAFETERIA ADMINISTRATIVE HALLWAY WEST SIDE HIGH SCHOOL WEST SIDE ELEMENTARY SCHOOL BASEBALLSOFTBALL COMPLEX WEST SIDE LIBRARY WHITE HALL HIGH SCHOOL WHITE HALL MIDDLE SCHOOL HARDIN ELEMENTARY SCHOOL JROTC GANDY ELEMENTARY SCHOOL ADMINISTRATION MOODY ELEMENTARY SCHOOL TAYLOR ELEMENTARY SCHOOL ADMINISTRATION BUILDING CAFETERIA PRE SCHOOL NAN WONDERVIEW ELEMENTARY SCHOOL WONDERVIEW HIGH SCHOOL Z DO NOT USE BASEBALLSOFTBALL FIELD HOUSE WSD DISTRICT WES WOODLAWN ELEMENTARY SCHOOL WSD SPEECHPTOT WHS OLD ELEMENTARY HOUSES HIGH SCHOOL CLASSES WES ELMIDDLE SCHOOL PE Z DO NOT USE WSD MUSIC WHS HOME EC WSD ADMINCAFEDISTRICTMUSIC WHS WOODLAWN HIGH SCHOOL WHS ATHLETIC COMPLEX Z DO NOT USE WSD ART BUILDING CENTRAL OFFICE 1905000 ADMINISTRATIVE SERVICES 1905000 PARKIN SCHOOLS 1903000 ALE CAMPUS WYNNE PRIMARY SCHOOL 1905014 WYNNE HIGH SCHOOL 1905017 WYNNE INTERMEDIATE SCHOOL 1905015 WYNNE JUNIOR HIGH SCHOOL 1905016 YS HEALTH CLINIC YELLVILLE SUMMIT HIGH SCHOOL CAFETERIA AGRICULTURE BUILDING FIELD HOUSE CENTRAL OFFICE YELLVILLE SUMMIT ELEMENTARY SCHOOL YELLVILLE SUMMIT MIDDLE SCHOOL JNPSD WARREN DUPREE ELEMENTARY SCHOOL JNPSD HOMER ADKINS PRE K JNPSD MURRELL TAYLOR ELEMENTARY SCHOOL JNPSD BAYOU METO ELEMENTARY SCHOOL JNPSD TOLLESON ELEMENTARY SCHOOL JNPSD PINEWOOD ELEMENTARY SCHOOL JNPSD ARNOLD DRIVE ELEMENTARY SCHOOL JNPSD MIDDLE SCHOOL JNPSD HIGH SCHOOL JNPSD ADMINISTRATION'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'prevost middle school'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cleanco import cleanco\n",
    "\n",
    "s = \"prevost middle school\"\n",
    "cleanco(s).clean_name()    # doesn't work for schools!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['prevost', 'middle', 'school']"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens = s.split(\" \")\n",
    "tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('prevost', 'NN'), ('middle', 'JJ'), ('school', 'NN')]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos = nltk.pos_tag(tokens)\n",
    "pos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('prevost', 'NN'), ('middle', 'JJ'), ('school', 'NN')]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ne = nltk.ne_chunk(pos)\n",
    "list(ne)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'prevost'"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ne[0][0]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Tree('S', [Tree('NE', [('DEWITT', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GILLETT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DEWITT', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DEWITT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DEWITT', 'NNP')]), ('SPECIAL', 'NNP'), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [('ALL', 'DT'), Tree('NE', [('SCHOOL', 'NNP')]), ('BUILDINGS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GILLETT', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCEBUS', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WARREN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EASTSIDE', 'NNP')]), ('PRIMARY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SEACBEC', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CULTURAL', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PARENTING', 'NN')]), Tree('NE', [('CENTER', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('SERVICE', 'NNP'), ('WAREHOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BRUNSON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PARK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CORNING', 'NN'), ('HIGH', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SENIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOLJR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WEST', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('SHERIDAN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SHERIDAN', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'JJ')]), ('END', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'JJ')]), ('END', 'NNP'), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SHERIDAN', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ALC', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('SHERIDAN', 'NNP')]), Tree('NE', [('FRESHMAN', 'NNP')]), ('ACADEMY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SHERIDAN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('ALL', 'DT'), ('SCHOOLS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('BARN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRESCHOOL', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MULTI', 'NNP')]), ('PURPOSE', 'NNP'), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('AGRICULTURE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('SAFE', 'JJ')]), Tree('NE', [('ROOM', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('RAM', 'NNP')]), ('ACADEMY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRIMARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OAK', 'NNP')]), ('GROVE', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BALDWIN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SCHOOL', 'NNP')]), ('OF', 'IN'), ('THE', 'NNP'), ('21ST', 'JJ'), Tree('NE', [('CENTURY', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('WOODROW', 'NNP')]), Tree('NE', [('WILSON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OAK', 'NNP')]), ('GROVE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PARAGOULD', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PARAGOULD', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEW', 'JJ')]), Tree('NE', [('HORIZONS', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('GASTON', 'NNP')]), ('HOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BATESVILLE', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WHITE', 'NNP')]), ('RIVER', 'NNP'), ('ACADEMY', 'NNP')]),\n",
       " Tree('S', [('ALL', 'DT'), Tree('NE', [('CAMPUS', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('BATESVILLE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PHYSICAL', 'NNP')]), ('PLANTTRANSPORTATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SULPHUR', 'NNP')]), ('ROCK', 'NNP'), ('MAGNET', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPECIAL', 'NNP')]), ('PROGRAMS', 'NNP'), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DESHA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BATESVILLE', 'NNP')]), ('PRE', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('K', 'NNP'), ('CENTER', 'NNP'), ('SITE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('SERVICE', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('TECHNOLOGY', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'JJ')]), Tree('NE', [('MAGNET', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('WEST', 'JJ')]), Tree('NE', [('MAGNET', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('EAGLE', 'NNP')]), Tree('NE', [('MOUNTAIN', 'NNP')]), ('MAGNET', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUVINILE', 'NNP')]), ('DETENTION', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDLAND', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDLAND', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('IZARD', 'NNP')]), ('COUNTY', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('IZARD', 'NNP')]), ('COUNTY', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('IZARD', 'NNP')]), ('COUNTY', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEWPORT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ALBRIGHT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CASTLEBERRY', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PINE', 'NNP')]), ('BLUFF', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WAREHOUSE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('SOUTHWOOD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OAK', 'NNP')]), Tree('NE', [('PARK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FORREST', 'NNP')]), Tree('NE', [('PARK', 'NNP')]), Tree('NE', [('GREENVILLE', 'NNP')]), ('PRE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JACK', 'NNP')]), Tree('NE', [('ROBEY', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BELAIR', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BROADMOOR', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('THIRTY', 'NNP')]), Tree('NE', [('FOURTH', 'NNP')]), ('AVE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCETRANSPORTATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('GIFTEDTALENTED', 'NNP')]), ('SCOGGINS', 'NNP'), ('MAY', 'NNP'), ('HALL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JORDAN', 'NNP')]), ('CHANAY', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('SOUTHEAST', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('FIRST', 'RB'), Tree('NE', [('WARD', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('PINE', 'NNP')]), ('BLUFF', 'NNP'), ('SCHOOL', 'NNP'), ('ADMINISTRATION', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('PINE', 'NNP')]), ('BLUFF', 'NNP'), ('SCHOOLS', 'NNP'), ('ADMINISTRATION', 'NNP'), ('BLDG', 'NNP')]),\n",
       " Tree('S', [('W', 'NNP'), ('T', 'NNP'), Tree('NE', [('CHENEY', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP'), ('2', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('JIMMY', 'NNP')]), Tree('NE', [('BROWN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('STAR', 'NNP')]), ('CITY', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LOWER', 'NNP')]), ('ELEMENTARYSCHOOL', 'NNP'), ('K2', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('UPPER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP'), ('35', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('STAR', 'NNP')]), ('CITY', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('7', 'CD'), ('8', 'CD'), ('GRADE', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('9', 'CD'), ('12', 'CD'), ('GRADES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEVADA', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), Tree('NE', [('COMPLEX', 'NNP')]), ('FOOTBALL', 'NNP'), ('FIELD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BASEBALL', 'NNP')]), Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARYMIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('BELLEVILLE', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HAVANA', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'VB'), ('62117', 'CD'), ('11', 'CD'), ('FT', 'NNP'), ('HILL', 'NNP')]),\n",
       " Tree('S', [('ADMINISTRATION', '$'), ('00', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('ZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'VB'), ('31417', 'CD'), ('19', 'CD'), Tree('NE', [('WILMOT', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PORTLAND', 'NNP')]), ('ELEMENTARY', 'NNP'), ('27', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), ('SCHOOL', 'NNP'), ('18', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('HAMBURG', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP'), ('17', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('NOBLEALLBRITTON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('20', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('PRESCHOOL', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('NELSON', 'NNP')]), Tree('NE', [('WILKS', 'NNP')]), Tree('NE', [('HERRON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MOUNTAIN', 'NNP')]), ('HOME', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPECIAL', 'NNP')]), ('SERVICES', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('HACKLER', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GUY', 'NNP')]), Tree('NE', [('BERRY', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HEADSTART', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTAION', 'NN')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('PINKSTON', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MOUNTAIN', 'NNP')]), ('HOME', 'NNP'), ('KINDERGARTEN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MOUNTAIN', 'NNP')]), ('HOME', 'NNP'), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAGNOLIA', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WALKER', 'NNP')]), ('PRE', 'NNP'), ('K', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('KINDERGARTEN', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WALKER', 'NNP')]), Tree('NE', [('ALE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADULT', 'DT'), ('EDUCATION', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('WEST', 'JJ')]), Tree('NE', [('SIDE', 'NNP')]), ('KINDERGARDEN', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'NNP')]), ('SIDE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAGNOLIA', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RIVERCREST', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WILSON', 'NNP')]), ('ELEMENTARY', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('ZZZ', 'NNP')]),\n",
       " Tree('S', [('SO', 'RB'), Tree('NE', [('MISS', 'NNP'), ('CO', 'NNP')]), ('CENTRAL', 'NNP'), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RIVERCREST', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RIVERCREST', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MANILA', 'NNP')]), ('ELEMENTARTY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MANILA', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MANILA', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRUMANN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRUMANN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRUMANN', 'NNP')]), ('CEDAR', 'NNP'), Tree('NE', [('PARK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRUMANN', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'NNP')]), Tree('NE', [('POINSETT', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LEPANTO', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TYRONZA', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DE', 'NNP')]), ('QUEEN', 'NNP'), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DE', 'NNP')]), ('QUEEN', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DE', 'NNP')]), ('QUEEN', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LOCKESBURG', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DE', 'NNP')]), ('QUEEN', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PARK', 'NNP')]), Tree('NE', [('HILL', 'NNP')]), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DE', 'NNP')]), ('QUEEN', 'NNP'), ('ADMINISTRATION', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('LOCKESBURG', 'NNP')]), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DEQUEEN', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP'), ('ALL', 'NNP'), ('LOCATIONS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PALESTINE', 'NNP')]), ('WHEATLEY', 'NNP'), ('GYMNASIUM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PALESTINE', 'NNP')]), ('WHEATLEY', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PALESTINE', 'NNP')]), ('WHEATLEY', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GYM', 'NN')])]),\n",
       " Tree('S', [('KBC', 'NNP'), ('1200', 'CD'), Tree('NE', [('BYRUM', 'NNP')]), ('ROAD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FCCPS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELA', 'NNP')]), ('HISTORIC', 'NNP'), ('BEECH', 'NNP'), ('CREST', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PERFORMING', 'NN')]), ('ARTS', 'NNS'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [('411', 'CD'), ('OHIO', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BCPS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CO', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('MALCO', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('DEPOT', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('DCHS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('DCPS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), ('K', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('UPPER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NNP')]), Tree('NE', [('COMPLEX', 'NNP')]), ('STAMPS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('SPORTS', 'NNP')]), Tree('NE', [('COMPLEX', 'NNP')]), ('FOOTBALL', 'NNP'), ('STAMPS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LOWER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPORTS', 'NNP')]), Tree('NE', [('COMPLEX', 'NNP')]), ('BASEBALLSOFTBALL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CLEVELAND', 'NNP')]), ('COUNTY', 'NNP'), ('HEAD', 'NNP'), ('START', 'NNP'), ('RISON', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RISON', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HOUSE', 'NN'), ('ON', 'NNP')]), ('TIMBERWOLF', 'NNP'), ('DRIVE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUSMAINT', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FIELD', 'NNP')]), ('HOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEWARK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEWARK', 'NNP')]), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CEDAR', 'NNP')]), ('RIDGE', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USEOIL', 'NNP'), ('TROUGH', 'NNP'), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CORD', 'NNP')]), ('CHARLOTTE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('ALL', 'DT'), ('LOCATIONS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('STRAWBERRY', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('LYNN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HILLCREST', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('MT', 'NNP')]), ('JUDEA', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DEER', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DEER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZZZDONOTUSEZZZACORN', 'NNP')]), ('AG', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ZZZZZDONOTUSEZZZODEN', 'NNP')]), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZZZDONOTUSEZZZODEN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZZZDONOTUSEZZZACORN', 'NNP')]), ('OLD', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ODEN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ACORN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ODEN', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ACORN', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZZZDONOTUSEZZZACORN', 'NNP')]), ('NEW', 'NNP'), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ST', 'NNP')]), ('JOE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ST', 'NNP')]), ('JOE', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OMSD', 'NNP')]), ('DISTRICT', 'NNP'), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WESTERN', 'NNP')]), ('GROVE', 'NNP'), ('ELEMENTARY', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BRUNO', 'NNP')]), ('PYATT', 'NNP'), ('ELEMENTARY', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TWO', 'NNP')]), ('RIVERS', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), ('SCHOOL', 'NNP'), ('5', 'CD'), ('12', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('PLAINVIEW', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('WALNUT', 'NNP')]), ('RIDGE', 'NNP'), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WICKES', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('VAN', 'NNP')]), ('COVE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('COSSATOT', 'NNP')]), ('RIVER', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('UMPIRE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('STADIUM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('PRIMARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('INTERMEDIATE', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ALPENA', 'NNP')]), ('DISTRICT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ARKADELPHIA', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PEAKE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('CENTRAL', 'NNP'), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LOUISA', 'NNP')]), Tree('NE', [('PERRITT', 'NNP')]), ('PRIMARY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ARMOREL', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ARMOREL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ASHDOWN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('C', 'NNP'), ('D', 'NNP'), Tree('NE', [('FRANKS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ASHDOWN', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SUPPORT', 'NNP')]), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MARGARET', 'NNP')]), Tree('NE', [('DANIEL', 'NNP')]), ('PRIMARY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LF', 'NNP')]), Tree('NE', [('HENDERSON', 'NNP')]), ('INTERM', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ABC', 'NNP')]), ('CLASSROOMS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('K', 'NNP'), ('8', 'CD'), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('K', 'NNP'), ('8', 'CD'), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAFETERIA', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ADMINISTRATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FIELD', 'NNP')]), ('HOUSE', 'NNP')]),\n",
       " Tree('S', [('K', 'NNP'), ('12', 'CD'), ('GYM', 'NNP'), ('FOR', 'NNP'), ('AUGUSTA', 'NNP'), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('AUGUSTA', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('AUGUSTA', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ALE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ENTIRE', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HL', 'NNP')]), Tree('NE', [('LUBKER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BALD', 'NNP')]), ('KNOB', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BALD', 'NNP')]), ('KNOB', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MULTI', 'NNP')]), ('PURPOSE', 'NNP'), ('BLD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DNU', 'NNP'), ('CAFETERIA', 'NNP'), ('PHE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('OFFICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATION', 'NNP')]), ('WAREHOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PINE', 'NNP')]), ('HAVEN', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DNU', 'NNP'), ('CAFETERIA', 'NNP'), ('BMS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BAUXITE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAIN', 'NN')])]),\n",
       " Tree('S', [('ATHLETICS', 'NNS')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), Tree('NE', [('NORTH', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIAS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), Tree('NE', [('CAMPUS', 'NNP')]), ('MCRAE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BEEBE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('4TH', 'CD'), Tree('NE', [('GRADE', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [('BEEBE', 'NNP'), ('2', 'CD'), ('3', 'CD'), ('ELEMENTARY', 'NNP'), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SUPPORT', 'NNP')]), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP'), ('MAIN', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EARLY', 'JJ')]), Tree('NE', [('CHILDHOOD', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP'), ('204', 'CD'), ('N', 'NNP'), ('COX', 'NNP'), ('STREET', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RINGGOLD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('536', 'CD'), ('RIVER', 'NNP'), ('STREET', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CALDWELL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('1800', 'CD'), ('W', 'NNP'), ('SEVIER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEW', 'NNP')]), ('ADMINISTRATION', 'NNP'), ('BLDG207', 'NNP'), ('W', 'NNP'), ('CONWAY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('SHED', 'NNP'), ('411', 'CD'), ('N', 'NNP'), ('MARKET', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('UALR', 'NNP')]), ('ALC', 'NNP'), ('PDC', 'NNP'), ('FS', 'NNP'), ('CURR', 'NNP'), ('TEST', 'NNP'), ('SPED', 'NNP'), ('WAREHOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP'), ('500', 'CD'), Tree('NE', [('RIVER', 'NNP')]), ('STREET', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SENIOR', 'NNP')]), ('HIGH', 'NNP'), ('211', 'CD'), ('N', 'NNP'), ('BORDER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('411', 'CD'), ('N', 'NNP'), ('BORDER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP'), ('UD', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('PERRIN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('1201', 'CD'), ('SMITHERS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GRANT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('1124', 'CD'), ('HOOVER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('KG2ND', 'NNP')]), ('ELEMENTARY', 'NNP'), ('LOWER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('NEW', 'JJ')]), ('INTERMEDIATE', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('COOPER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LINCOLN', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TIGER', 'NNP')]), Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TENNIE', 'NNP')]), Tree('NE', [('RUSSELL', 'NNP')]), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RUTH', 'NNP')]), Tree('NE', [('BARKER', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('THOMAS', 'NNP')]), Tree('NE', [('JEFFERSON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TECHNOLOGY', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELM', 'NNP')]), ('TREE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RE', 'NNP')]), ('BAKER', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WASHINGTON', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ARDIS', 'NNP')]), ('ANN', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SUGAR', 'NNP')]), ('CREEK', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('AREND', 'NNP')]), ('ARTS', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTERTON', 'NNP')]), ('GAMBLE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), Tree('NE', [('PARK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('APPLE', 'NNP')]), Tree('NE', [('GLEN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BENTONVILLE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MARY', 'NNP')]), ('MAE', 'NNP'), Tree('NE', [('JONES', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BWHS', 'NNP')]), Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FULBRIGHT', 'NNP')]), ('JH', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATIONFACILITIES', 'NNP')]), ('DEPARTMENT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BENTONVILLE', 'NNP')]), Tree('NE', [('WEST', 'NNP'), ('HIGH', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('WAREHOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUILDING', 'NN')]), Tree('NE', [('BRIDGES', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('BPS', 'NNP')]), ('STUDENT', 'NNP'), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ALTERNATIVE', 'NNP')]), ('LEARNINGESL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BRIGHT', 'NNP')]), ('FIELD', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NUTRITION', 'NNP')]), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BWHS', 'NNP')]), ('PERFORMING', 'NNP'), ('ARTS', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OSAGE', 'NNP')]), ('CREEK', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WILLOWBROOK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TREC', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FINE', 'NNP')]), ('ARTS', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HSMS', 'NNP'), ('PE', 'NNP')]), ('FACILITY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('AGRICULTURE', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), ('MAIN', 'NNP')]),\n",
       " Tree('S', [('GROUNDS', 'NNS')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('ART', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), ('ELEM5', 'NNP'), ('6', 'CD'), Tree('NE', [('ANNEX', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('TRAILER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), Tree('NE', [('LIBRARYNURSES', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEW', 'NNP')]), ('ELEMENTARY', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('EILEENS', 'NNP')]), ('TRAILER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUMP', 'NNP')]), ('START', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GYMNASIUM', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('OURSC', 'NNP')]), ('PRE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('ONE', 'CD'), ('STOP', 'NNP'), Tree('NE', [('RENTAL', 'NNP')]), ('TRAILER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WILSONHAMMONDS', 'NNP')]), ('TRAILER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ABC', 'NNP')]), ('PRE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SEWER', 'NNP')]), ('TREATMENT', 'NNP'), ('PLANT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [('8', 'CD'), ('JUN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [('12', 'CD'), ('SEP', 'NNP')]),\n",
       " Tree('S', [('K', 'NNP'), ('2', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('OTHER', 'NN')])]),\n",
       " Tree('S', [('5', 'CD'), ('MAR', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLEVINS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLEVINS', 'NNP')]), ('ADMINISTRATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLEVINS', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'NNP'), ('CENTRAL', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('DISTRICT', 'NNP'), ('UD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), ('KINDERGARTEN', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), ('ADMINISTRATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), ('SERVICE', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'NNP'), ('BLYTHEVILLE', 'NNP'), ('CHARTER', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BLYTHEVILLE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINBUS', 'NNP')]), ('SHOPWAREHOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WAREHOUSEBUS', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MUSIC', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('K', 'NNP'), ('6', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('BRADFORD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BRADFORD', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('CLASSROOMS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PARKING', 'NN')]), Tree('NE', [('LOT', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('PLAYGROUND', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('LIBRARY', 'NN')])]),\n",
       " Tree('S', [('ALL', 'DT'), ('BUILDINGS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRESCHOOL', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), ('SCHOOL', 'NNP'), ('9TH', 'CD'), ('10TH', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('DAVIS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HURRICANE', 'NNP')]), ('CREEK', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), ('SCHOOL', 'NNP'), ('11TH', 'CD'), ('12TH', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('BRYANT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SALEM', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPRINGHILL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BETHEL', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('BARN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP'), ('NA', 'NNP')]), ('FOOD', 'NNP'), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATIVESUPPORT', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('BRYANT', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ALT', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('BUILDING', 'NNP'), ('601', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('HILL', 'NNP')]), ('FARM', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PARON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('COLLEGEVILLE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WEST', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ACE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('FRESHMAN', 'NNP')]), ('ACADEMY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WESTSIDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CABOT', 'NNP')]), ('LEARNING', 'NNP'), ('ACADEMY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('STAGECOACH', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NORTHSIDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EASTSIDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MOUNTAIN', 'NNP')]), Tree('NE', [('SPRINGS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATION', 'NNP')]), ('DEPARTMENT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ADMINISTRATION', 'NNP'), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CUSTODIAL', 'NNP')]), ('WAREHOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('WAREHOUSE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('AUSTIN', 'NNP')]), ('TRAINING', 'NN'), ('CENTER', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('WARD', 'JJ')]), Tree('NE', [('CENTRAL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPECIAL', 'JJ')]), Tree('NE', [('EDUCATION', 'NNP')]), ('ANNEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP'), ('SOUTH', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP'), ('NORTH', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAGNESS', 'NNP')]), ('CREEK', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SOUTH', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('NORTH', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SOUTHSIDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CADDO', 'NNP')]), Tree('NE', [('HILLS', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('DISTRICT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CALICO', 'NNP')]), ('ROCK', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CALICO', 'NNP')]), ('ROCK', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), ('K', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WESTSIDE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('KITHEN', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('WESTSIDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WESTSIDE', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WESTSIDE', 'NNP')]), Tree('NE', [('CONSOL', 'NNP'), ('SD', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('KITCHEN', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAVE', 'NNP')]), ('CITY', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAVE', 'NNP')]), ('CITY', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAVE', 'NNP')]), ('CITY', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CEDARVILLE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CEDARVILLE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CEDARVILLE', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GARY', 'NNP')]), ('E', 'NNP'), ('COBB', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GENOA', 'NNP')]), ('CENTRAL', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GENOA', 'NNP')]), ('CENTRAL', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WHITE', 'NNP')]), ('COUNTY', 'NNP'), ('CENTRAL', 'NNP'), ('PK', 'NNP'), ('12', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('CHARLESTON', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CHARLESTON', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('CHARLESTON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RECTOR', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('DISTRICT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RECTOR', 'NNP')]), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RECTOR', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RECTOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRIMARY', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CLARKSVILLE', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PYRON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('KRAUS', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CLARKSVILLE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CLARKSVILLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('DISTRICT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('FACILITIES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('BARN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CLINTON', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('COWSERT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CLINTON', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CLINTON', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CLINTON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CONCORD', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CONCORD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELLEN', 'NNP')]), Tree('NE', [('SMITH', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CONWAY', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JULIA', 'NNP')]), ('LEE', 'NNP'), ('MOORE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JIM', 'NNP')]), ('STONE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SALLIE', 'NNP')]), ('CONE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('RUTH', 'NNP')]), ('DOYLE', 'NNP'), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BOB', 'NNP')]), ('COURTWAY', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MARGUERITE', 'NNP')]), Tree('NE', [('VANN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FLORENCE', 'NNP')]), Tree('NE', [('MATTISON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SIMON', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('THEODORE', 'NNP')]), Tree('NE', [('JONES', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MARGUERITE', 'NNP')]), Tree('NE', [('VANN', 'NNP')]), ('SPECIAL', 'NNP'), ('EDUCATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JULIA', 'NNP')]), ('LEE', 'NNP'), ('MOORE', 'NNP'), ('SPECIAL', 'NNP'), ('EDUCATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CONWAY', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('SPECIAL', 'NNP'), ('EDUCATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FLORENCE', 'NNP')]), Tree('NE', [('MATTISON', 'NNP')]), ('SPECIAL', 'NNP'), ('EDUCATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CTSC', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('SERVICE', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('WOODROW', 'NNP')]), Tree('NE', [('CUMMINS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CONWAY', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'JJ')]), ('MAINTENANCE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PURCHASINGPRINTING', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CAREER', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CARL', 'NNP')]), Tree('NE', [('STUART', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('IDA', 'NNP')]), ('BURNS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADULT', 'DT'), ('EDUCATION', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('CAROLYN', 'NNP')]), Tree('NE', [('LEWIS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATIVE', 'NNP')]), ('ANNEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('COTTER', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('AMANDA', 'NNP')]), ('GIST', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CROSSETT', 'NNP')]), ('LEARNING', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('AUDITORIUM', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('CROSSETT', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CROSSETT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('NORTH', 'NNP')]), Tree('NE', [('CROSSETT', 'NNP')]), ('PRIMARY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NNP')]), ('AND', 'CC'), ('TRANSPORTATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DANIEL', 'NNP')]), ('IS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TECHNOLOGY', 'NN')])]),\n",
       " Tree('S', [('ATHLETICS', 'NNS')]),\n",
       " Tree('S', [Tree('NE', [('CROSSETT', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIABAND', 'NNP')]), ('ROOM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CUTTER', 'NNP')]), ('MORNING', 'NNP'), ('STAR', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATIVE', 'JJ')]), ('OFFICES', 'NNS')]),\n",
       " Tree('S', [Tree('NE', [('CUTTER', 'NNP')]), ('MORNING', 'NNP'), ('STAR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [('S', 'NNP'), ('C', 'NNP'), ('TUCKER', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('INTERMEDIATE', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRIMARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('BARN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [('ALL', 'DT'), ('LOCATIONS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DERMOTT', 'NNP')]), ('ADMINISTRATION', 'NNP'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('DERMOTT', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('ADMINISTRATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DERMOTT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('DIERKS', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DOLLARWAY', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('OLD', 'NNP'), ('RFM', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFF', 'NNP'), ('COMPLEX', 'NNP'), ('OLD', 'NNP'), ('DOLLARWAY', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JAMES', 'NNP')]), ('MATTHEWS', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ROBERT', 'NNP')]), ('F', 'NNP'), ('MOREHEAD', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('OLD', 'NNP'), ('TP', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'NNP'), ('DOLLARWAY', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LOWER', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRIMARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('FEDSPED', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TECHNOLOGY', 'NN'), ('LAB', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('REED', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('REED', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('REED', 'NNP')]), ('CAFE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('CAFE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BASEBALL', 'NNP')]), ('FIELDCONSESSION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('CAFE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FEDERAL', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('OLD', 'NNP'), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DUMAS', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DUMAS', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CURRICULUM', 'NNP')]), ('BLD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FIELD', 'NNP')]), ('HOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('NEW', 'NNP'), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('GYMNASTIC', 'NNP'), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TARGET', 'NNP')]), ('PREP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EARLE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('POOLOLD', 'NNP')]), ('FOOTBALL', 'NNP'), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('EARLE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'NNP')]), ('END', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'JJ')]), ('END', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('MEMORIAL', 'NNP')]), ('STADIUM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('FIELDS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RENTAL', 'NNP')]), ('PROPERTY', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('NORTHWEST', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RETTA', 'NNP')]), Tree('NE', [('BROWN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WASHINGTON', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EL', 'NNP')]), Tree('NE', [('DORADO', 'NNP')]), ('EDUCATION', 'NNP'), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('YOCUM', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EL', 'NNP')]), Tree('NE', [('DORADO', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BARTON', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HUGH', 'NNP')]), Tree('NE', [('GOODWIN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MURMIL', 'NNP')]), ('EDUCATIONAL', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIA', 'NNP')]), ('WAREHOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('YARD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TAC', 'NNP')]), ('HOUSE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PRIMARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FACILITIES', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZDO', 'NNP')]), ('NOT', 'NNP'), ('USETRACK', 'NNP'), ('FIELD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPORTS', 'NNP')]), Tree('NE', [('COMPLEX', 'NNP'), ('VAN', 'NNP')]), ('PELT', 'NNP'), ('TRACK', 'NNP'), ('FIELD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('BARN', 'NNP')]),\n",
       " Tree('S', [('GROUNDS', 'NNS'), ('MAINTENANCE', 'VBP')]),\n",
       " Tree('S', [('FACILITIES', 'CD'), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('NEW', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'NNP'), ('OLD', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAMDEN', 'NNP')]), ('FAIRVIEW', 'NNP'), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('IVORY', 'NNP')]), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FAIRVIEW', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('WHITESIDE', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAMDEN', 'NNP')]), ('FAIRVIEW', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAMDEN', 'NNP')]), ('FAIRVIEW', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), ('MAINTENANCE', 'NNP'), ('SHOP', 'NNP'), ('EMPTY', 'NNP'), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LEDBETTER', 'NNP')]), ('INERMEDIATE', 'NNP'), ('5TH', 'CD'), ('GR', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NWA', 'NNP')]), ('COOPERATIVE', 'NNP'), ('FOR', 'NNP'), ('EDUCATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), ('FOOD', 'NNP'), ('BLDG', 'NNP'), ('EMPTY', 'NNP'), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('FHS', 'NNP')]), ('ARENAPAC', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BOB', 'NNP')]), ('FOLSOM', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('LEDBETTER', 'NNP')]), ('INERMEDIATE', 'NNP'), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RGLMS', 'NNP')]), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JERRY', 'NNP')]), ('POP', 'NNP'), Tree('NE', [('WILLIAMS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NEW', 'JJ')]), Tree('NE', [('MAINTENANCE', 'NNP')]), ('SHOP', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LEDBETTER', 'NNP')]), ('INERMEDIATE', 'NNP'), ('4TH', 'CD'), ('GR', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FARMINGTON', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RANDALL', 'NNP')]), ('G', 'NNP'), ('LYNCH', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HAPPY', 'NNP')]), Tree('NE', [('HOLLOW', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HOLT', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MCNAIR', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WASHINGTON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RAMAY', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUTTERFIELD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ROOT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HOLCOMB', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('LEVERETT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ASBELL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')])]),\n",
       " Tree('S', [('ATHLETICS', 'NNS')]),\n",
       " Tree('S', [Tree('NE', [('OWL', 'NNP')]), ('CREEK', 'NNP'), ('K', 'NNP'), ('7', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('CIAA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('WOODLAND', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ALLPS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'NNP')]), Tree('NE', [('CAMPUS', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('JEFFERSON', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SUPPORT', 'NNP')]), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('VANDERGRIFF', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FLIPPIN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FLIPPIN', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FLIPPIN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MSHS', 'NNP')]), ('CAFE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('OFFICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOREMAN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('OSCAR', 'NNP')]), Tree('NE', [('HAMILTON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('LINCOLN', 'NNP')]), ('ACADEMY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ABC', 'NNP')]), ('PRE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('STEWART', 'NNP')]), ('ESADMIN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FORREST', 'NNP')]), ('CITY', 'NNP'), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('STEWART', 'NNP')]), ('ELEMENTARY', 'NNP'), ('WEST', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MADISON', 'NNP')]), ('ALE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FORREST', 'NNP')]), ('CITY', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPECIAL', 'JJ')]), Tree('NE', [('EDUCATION', 'NNP')]), ('DEPARTMENT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PRINT', 'NNP')]), ('SHOP', 'NNP'), ('N', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PIKE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPRADLING', 'NN'), ('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SERVICE', 'NNP')]), ('CENTER', 'NNP'), ('N', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CHAFFIN', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('RAMSEY', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('KIMMONS', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BALLMAN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DARBY', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SUTTON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WOODS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PARKER', 'NNP')]), ('CENTER', 'NNP'), ('N', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BEARD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAVANAUGH', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BONNEVILLE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HOWARD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BARLING', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EUPER', 'NNP')]), Tree('NE', [('LANE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CARNALL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FAIRVIEW', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MORRISON', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('COOK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRUSTY', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BELLE', 'NNP')]), ('POINT', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ORR', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ROGERS', 'NNP')]), ('CENTER', 'NNP'), ('N', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SOUTHSIDE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TILLES', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NORTHSIDE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SUNNYMEDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PEABODY', 'NNP')]), ('ADULT', 'NNP'), ('EDUCATION', 'NNP'), ('N', 'NNP')]),\n",
       " Tree('S', [('ATHLETICS', 'NNS')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GENTRY', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('CONVERSION', 'NNP'), ('CHARTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GENTRY', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('DISTRICT', 'NNP')]), ('WIDE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPECIAL', 'NNP')]), ('EDUCATION', 'NNP'), ('ADMINISTRATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('GENTRY', 'NNP')]), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('SERVICES', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GENTRY', 'NNP')]), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GLEN', 'NNP')]), ('ROSE', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GLEN', 'NNP')]), ('ROSE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GLEN', 'NNP')]), ('ROSE', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOOTBALL', 'NNP')]), ('STADIUM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUSMAINTENANCE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('SEWAGE', 'NNP')]), ('TREATMENT', 'NNP'), ('PLANT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'NNP'), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAFETERIA', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('INTERMEDIATE', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAFETERIA', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ZZZ', 'NNP')]), ('DO', 'NNP'), ('NOT', 'NNP'), ('USE', 'NNP'), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRIMARY', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAFETERIA', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ANNEX', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('GRAVETTE', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('FORMER', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('UPPER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GLENN', 'NNP')]), ('DUFFY', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GRAVETTE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('DISTRICT', 'NNP'), ('UD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), Tree('NE', [('FIELD', 'NNP'), ('HOUSE', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('WESTERN', 'NNP')]), Tree('NE', [('BENTON', 'NNP')]), ('COUNTY', 'NNP'), ('CAREER', 'NNP'), ('TECH', 'NNP'), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('CAFETERIA', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('COMPETITION', 'NNP')]), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ALEMAIN', 'NNP')]), ('ACADEMY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATION', 'NNP')]), ('FACILITY', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('SPORTS', 'NNP'), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), Tree('NE', [('SCHOOL', 'NNP')]), Tree('NE', [('FIELD', 'NNP'), ('HOUSE', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('GRAVETTE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GREEN', 'NNP')]), ('FOREST', 'NNP'), ('INTERMEDIATE', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GREEN', 'NNP')]), ('FOREST', 'NNP'), ('LOWER', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GREEN', 'NNP')]), ('FOREST', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GREEN', 'NNP')]), ('FOREST', 'NNP'), ('MAINTENANCE', 'NNP'), ('TRANSPORTATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GREEN', 'NNP')]), ('FOREST', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WESTSIDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPRINGHILL', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('WOOSTER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EASTSIDE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('GES', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('GHS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NNP')]), ('FIELDS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GMS', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('WESTWOOD', 'NNP')]), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SPECIAL', 'JJ')]), Tree('NE', [('EDUCATION', 'NNP'), ('HOUSE', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('EASTHILLS', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GREENWOOD', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GREENWOOD', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EARLY', 'JJ')]), Tree('NE', [('CHILDHOOD', 'NNP')]), ('DEVELOPMENT', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAST', 'NNP')]), Tree('NE', [('POINTE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCEALEBUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICEAUDITORIUM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CABE', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GURDON', 'NNP')]), ('PRIMARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GURDON', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GUY', 'NNP')]), Tree('NE', [('PERKINS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('THUNDERBIRD', 'NNP')]), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('STORAGE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MUSIC', 'NNP')]), ('BLDG', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('OLD', 'NNP')]), Tree('NE', [('MAIN', 'NNP')]), ('T', 'NNP'), ('BIRD', 'NNP'), ('COMPLEX', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HARTFORD', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HARTFORD', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HACKETT', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HACKETT', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('EAST', 'NNS'), ('WING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('FINE', 'NNP')]), ('ARTS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CAFETERIA', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')]), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WEST', 'NNP')]), ('WING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [('5205', 'CD'), ('ADMINISTRATION', 'NNP')]),\n",
       " Tree('S', [('11', 'CD'), Tree('NE', [('SPARKMAN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('12', 'CD'), Tree('NE', [('SPARKMAN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('29', 'CD'), Tree('NE', [('HARMONY', 'NNP')]), ('GROVE', 'NNP'), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('28', 'CD'), Tree('NE', [('HARMONY', 'NNP')]), ('GROVE', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('SERVICE', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ATHLETIC', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('WESTBROOK', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('HARRISBURG', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HARRISBURG', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WEINER', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WEINER', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HARRISBURG', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JUNIOR', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOOD', 'NNP')]), ('SERVICE', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('HARRISON', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('FOREST', 'NNP')]), Tree('NE', [('HEIGHTS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('K', 'NNP'), ('6', 'CD'), ('A', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('7', 'CD'), ('12', 'CD'), ('A', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('HARRISON', 'NNP')]), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OUR', 'NNP')]), ('PRESCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HARRISON', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('SKYLINE', 'NNP')]), Tree('NE', [('HEIGHTS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EAGLE', 'NNP')]), Tree('NE', [('HEIGHTS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WOODLAND', 'NNP')]), Tree('NE', [('HEIGHTS', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [('ALL', 'DT'), ('BUILDINGS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HAZEN', 'NNP')]), Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HAZEN', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HAZEN', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('TRACK', 'NNP')]), ('FOOTBALL', 'NNP'), ('FIELD', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINNEW', 'NNP')]), ('GYM', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HECTOR', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HECTOR', 'NNP')]), ('ELEMENTARY', 'NNP'), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('JF', 'NNP')]), ('WAHL', 'NNP'), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('MAINTENANCE', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP'), ('9', 'CD'), ('12', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('MILLER', 'NNP')]), ('JUNIOR', 'NNP'), ('HIGH', 'NNP'), ('4', 'CD'), ('6', 'CD')]),\n",
       " Tree('S', [('004', 'CD'), ('BUS', 'NNP'), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('TRANSPORTATION', 'NNP')]), ('BUILDING', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HERMITAGE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HERMITAGE', 'NNP')]), ('HIGH', 'NNP'), Tree('NE', [('SCHOOL', 'NNP')]), ('CAMPUS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HERMITAGE', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGH', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('ELEMENTARY', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGHLAND', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('OFFICE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('ACTIVITY', 'NNP')]), ('CENTER', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HIGHLAND', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CHEROKEE', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('WILLIAM', 'NNP')]), Tree('NE', [('JEFFERSON', 'NNP')]), Tree('NE', [('CLINTON', 'NNP')]), ('PRIMARY', 'NNP'), ('2903007', 'CD')]),\n",
       " Tree('S', [Tree('NE', [('PAISLEY', 'NNP')]), Tree('NE', [('CAMPUS', 'NNP'), ('AND', 'NNP')]), ('MAINTENANCE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GARLAND', 'NNP')]), ('HAPS', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BERYL', 'NNP')]), Tree('NE', [('HENRY', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('CENTRAL', 'NNP')]), ('ADMINISTRATION', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ABC', 'NNP')]), ('PRE', 'NNP'), ('K', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HENRY', 'NNP')]), ('CLAY', 'NNP'), ('YERGER', 'NNP'), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('EDITH', 'NNP')]), ('BROWN', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HOPE', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP'), ('1701', 'CD'), ('S', 'NNP'), ('MAIN', 'NNP'), ('STREET', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('PRE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HORATIO', 'NNP')]), ('ELEMENTARY', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BUS', 'NNP')]), ('GARAGE', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('BASEBALLSOFTBALL', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('ADMINISTRATION', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('HORATIO', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('OAKLAWN', 'NNP')]), ('MAGNET', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HOT', 'NNP')]), Tree('NE', [('SPRINGS', 'NNP')]), Tree('NE', [('MIDDLE', 'NNP')]), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('NAN', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('GREENWOOD', 'NNP')]), ('STORAGE', 'NN')]),\n",
       " Tree('S', [Tree('NE', [('EASTSIDE', 'NN')])]),\n",
       " Tree('S', [Tree('NE', [('PARK', 'NNP')]), ('MAGNET', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('JONES', 'NNP')]), ('ADMINISTRATION', 'NNP'), ('BUILDING', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('GARDNER', 'NNP')]), ('MAGNET', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('INTERMEDIATE', 'JJ')]), Tree('NE', [('SCHOOL', 'NNP')])]),\n",
       " Tree('S', [Tree('NE', [('GARLAND', 'NNP')]), ('COUNTY', 'NNP'), ('PRE', 'NNP'), ('K', 'NNP')]),\n",
       " Tree('S', [Tree('NE', [('HOT', 'NNP')]), Tree('NE', [('SPRINGS', 'NNP')]), ('HIGH', 'NNP'), ('SCHOOL', 'NNP')]),\n",
       " ...]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences = [sent for sent in df.normLocDesc]\n",
    "sentences = [nltk.word_tokenize(sent) for sent in sentences]\n",
    "sentences = [nltk.pos_tag(sent) for sent in sentences]\n",
    "sentences = [nltk.ne_chunk(sent, binary = True) for sent in sentences]\n",
    "sentences\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[('DEWITT', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GILLETT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DEWITT', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DEWITT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DEWITT', 'NNP', 'O'), ('SPECIAL', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('ALL', 'DT', 'O'), ('SCHOOL', 'NNP', 'O'), ('BUILDINGS', 'NNP', 'O')],\n",
       " [('GILLETT', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAINTENANCEBUS', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('WARREN', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EASTSIDE', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O')],\n",
       " [('SEACBEC', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('CULTURAL', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('PARENTING', 'NN', 'O'), ('CENTER', 'NN', 'O')],\n",
       " [('FOOD', 'NNP', 'O'), ('SERVICE', 'NNP', 'O'), ('WAREHOUSE', 'NNP', 'O')],\n",
       " [('BRUNSON', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PARK', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CORNING', 'NN', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SENIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOLJR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WEST', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('SHERIDAN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SHERIDAN', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'JJ', 'O'),\n",
       "  ('END', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('EAST', 'JJ', 'O'),\n",
       "  ('END', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SHERIDAN', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALC', 'NN', 'O')],\n",
       " [('SHERIDAN', 'NNP', 'O'), ('FRESHMAN', 'NNP', 'O'), ('ACADEMY', 'NNP', 'O')],\n",
       " [('SHERIDAN', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALL', 'DT', 'O'), ('SCHOOLS', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('BARN', 'NNP', 'O')],\n",
       " [('PRESCHOOL', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MULTI', 'NNP', 'O'), ('PURPOSE', 'NNP', 'O'), ('BLDG', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('AGRICULTURE', 'NN', 'O')],\n",
       " [('SAFE', 'JJ', 'O'), ('ROOM', 'NNP', 'O')],\n",
       " [('RAM', 'NNP', 'O'), ('ACADEMY', 'NNP', 'O')],\n",
       " [('CAFETERIA', 'NN', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('OAK', 'NNP', 'O'),\n",
       "  ('GROVE', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BALDWIN', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SCHOOL', 'NNP', 'O'),\n",
       "  ('OF', 'IN', 'O'),\n",
       "  ('THE', 'NNP', 'O'),\n",
       "  ('21ST', 'JJ', 'O'),\n",
       "  ('CENTURY', 'NNP', 'O')],\n",
       " [('WOODROW', 'NNP', 'O'),\n",
       "  ('WILSON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('OAK', 'NNP', 'O'),\n",
       "  ('GROVE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('PARAGOULD', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('PARAGOULD', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NEW', 'JJ', 'O'), ('HORIZONS', 'NNP', 'O')],\n",
       " [('GASTON', 'NNP', 'O'), ('HOUSE', 'NNP', 'O')],\n",
       " [('BATESVILLE', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('OLD', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WHITE', 'NNP', 'O'), ('RIVER', 'NNP', 'O'), ('ACADEMY', 'NNP', 'O')],\n",
       " [('ALL', 'DT', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('BATESVILLE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('PHYSICAL', 'NNP', 'O'), ('PLANTTRANSPORTATION', 'NNP', 'O')],\n",
       " [('SULPHUR', 'NNP', 'O'), ('ROCK', 'NNP', 'O'), ('MAGNET', 'NNP', 'O')],\n",
       " [('SPECIAL', 'NNP', 'O'), ('PROGRAMS', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('DESHA', 'NN', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('BATESVILLE', 'NNP', 'O'),\n",
       "  ('PRE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('K', 'NNP', 'O'),\n",
       "  ('CENTER', 'NNP', 'O'),\n",
       "  ('SITE', 'NNP', 'O')],\n",
       " [('FOOD', 'NNP', 'O'), ('SERVICE', 'NN', 'O')],\n",
       " [('TECHNOLOGY', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('CENTRAL', 'JJ', 'O'), ('MAGNET', 'NNP', 'O')],\n",
       " [('WEST', 'JJ', 'O'), ('MAGNET', 'NN', 'O')],\n",
       " [('EAGLE', 'NNP', 'O'), ('MOUNTAIN', 'NNP', 'O'), ('MAGNET', 'NNP', 'O')],\n",
       " [('JUVINILE', 'NNP', 'O'), ('DETENTION', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('MIDLAND', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDLAND', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('IZARD', 'NNP', 'O'),\n",
       "  ('COUNTY', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('IZARD', 'NNP', 'O'),\n",
       "  ('COUNTY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('IZARD', 'NNP', 'O'),\n",
       "  ('COUNTY', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NEWPORT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALBRIGHT', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CASTLEBERRY', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BLDG', 'NNP', 'O')],\n",
       " [('PINE', 'NNP', 'O'),\n",
       "  ('BLUFF', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WAREHOUSE', 'NN', 'O')],\n",
       " [('SOUTHWOOD', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('OAK', 'NNP', 'O'),\n",
       "  ('PARK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('FORREST', 'NNP', 'O'),\n",
       "  ('PARK', 'NNP', 'O'),\n",
       "  ('GREENVILLE', 'NNP', 'O'),\n",
       "  ('PRE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('JACK', 'NNP', 'O'),\n",
       "  ('ROBEY', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BELAIR', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BROADMOOR', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('THIRTY', 'NNP', 'O'),\n",
       "  ('FOURTH', 'NNP', 'O'),\n",
       "  ('AVE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAINTENANCETRANSPORTATION', 'NN', 'O')],\n",
       " [('GIFTEDTALENTED', 'NNP', 'O'),\n",
       "  ('SCOGGINS', 'NNP', 'O'),\n",
       "  ('MAY', 'NNP', 'O'),\n",
       "  ('HALL', 'NNP', 'O')],\n",
       " [('JORDAN', 'NNP', 'O'), ('CHANAY', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('SOUTHEAST', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FIRST', 'RB', 'O'), ('WARD', 'NNP', 'O')],\n",
       " [('PINE', 'NNP', 'O'),\n",
       "  ('BLUFF', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('BUILDING', 'NN', 'O')],\n",
       " [('PINE', 'NNP', 'O'),\n",
       "  ('BLUFF', 'NNP', 'O'),\n",
       "  ('SCHOOLS', 'NNP', 'O'),\n",
       "  ('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('BLDG', 'NNP', 'O')],\n",
       " [('W', 'NNP', 'O'),\n",
       "  ('T', 'NNP', 'O'),\n",
       "  ('CHENEY', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('2', 'CD', 'O')],\n",
       " [('JIMMY', 'NNP', 'O'),\n",
       "  ('BROWN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('STAR', 'NNP', 'O'),\n",
       "  ('CITY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('LOWER', 'NNP', 'O'), ('ELEMENTARYSCHOOL', 'NNP', 'O'), ('K2', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('UPPER', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('35', 'CD', 'O')],\n",
       " [('STAR', 'NNP', 'O'),\n",
       "  ('CITY', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('7', 'CD', 'O'), ('8', 'CD', 'O'), ('GRADE', 'NN', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('9', 'CD', 'O'), ('12', 'CD', 'O'), ('GRADES', 'NNP', 'O')],\n",
       " [('NEVADA', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O'),\n",
       "  ('FOOTBALL', 'NNP', 'O'),\n",
       "  ('FIELD', 'NNP', 'O')],\n",
       " [('BASEBALL', 'NNP', 'O'), ('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('ELEMENTARYMIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BELLEVILLE', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('HAVANA', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'VB', 'O'),\n",
       "  ('62117', 'CD', 'O'),\n",
       "  ('11', 'CD', 'O'),\n",
       "  ('FT', 'NNP', 'O'),\n",
       "  ('HILL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', '$', 'O'), ('00', 'CD', 'O')],\n",
       " [('ZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'VB', 'O'),\n",
       "  ('31417', 'CD', 'O'),\n",
       "  ('19', 'CD', 'O'),\n",
       "  ('WILMOT', 'NN', 'O')],\n",
       " [('PORTLAND', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('27', 'CD', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('18', 'CD', 'O')],\n",
       " [('HAMBURG', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('17', 'CD', 'O')],\n",
       " [('NOBLEALLBRITTON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('20', 'CD', 'O')],\n",
       " [('PRESCHOOL', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('NELSON', 'NNP', 'O'),\n",
       "  ('WILKS', 'NNP', 'O'),\n",
       "  ('HERRON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MOUNTAIN', 'NNP', 'O'),\n",
       "  ('HOME', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPECIAL', 'NNP', 'O'), ('SERVICES', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('HACKLER', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('GUY', 'NNP', 'O'),\n",
       "  ('BERRY', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HEADSTART', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('TRANSPORTAION', 'NN', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('PINKSTON', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MOUNTAIN', 'NNP', 'O'),\n",
       "  ('HOME', 'NNP', 'O'),\n",
       "  ('KINDERGARTEN', 'NNP', 'O')],\n",
       " [('MOUNTAIN', 'NNP', 'O'),\n",
       "  ('HOME', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAGNOLIA', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WALKER', 'NNP', 'O'),\n",
       "  ('PRE', 'NNP', 'O'),\n",
       "  ('K', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('KINDERGARTEN', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('WALKER', 'NNP', 'O'), ('ALE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADULT', 'DT', 'O'), ('EDUCATION', 'NNP', 'O')],\n",
       " [('WEST', 'JJ', 'O'),\n",
       "  ('SIDE', 'NNP', 'O'),\n",
       "  ('KINDERGARDEN', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'NNP', 'O'),\n",
       "  ('SIDE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('FOOD', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAGNOLIA', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('RIVERCREST', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WILSON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('ZZZ', 'NNP', 'O')],\n",
       " [('SO', 'RB', 'O'),\n",
       "  ('MISS', 'NNP', 'O'),\n",
       "  ('CO', 'NNP', 'O'),\n",
       "  ('CENTRAL', 'NNP', 'O'),\n",
       "  ('OFFICE', 'NNP', 'O')],\n",
       " [('RIVERCREST', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('RIVERCREST', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('MANILA', 'NNP', 'O'), ('ELEMENTARTY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MANILA', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MANILA', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('TRUMANN', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('TRUMANN', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('TRUMANN', 'NNP', 'O'),\n",
       "  ('CEDAR', 'NNP', 'O'),\n",
       "  ('PARK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('TRUMANN', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'NNP', 'O'),\n",
       "  ('POINSETT', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('LEPANTO', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('TYRONZA', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('DE', 'NNP', 'O'),\n",
       "  ('QUEEN', 'NNP', 'O'),\n",
       "  ('PRIMARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('DE', 'NNP', 'O'),\n",
       "  ('QUEEN', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('DE', 'NNP', 'O'),\n",
       "  ('QUEEN', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('LOCKESBURG', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('DE', 'NNP', 'O'),\n",
       "  ('QUEEN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('PARK', 'NNP', 'O'), ('HILL', 'NNP', 'O'), ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('DE', 'NNP', 'O'),\n",
       "  ('QUEEN', 'NNP', 'O'),\n",
       "  ('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('BUILDING', 'NN', 'O')],\n",
       " [('LOCKESBURG', 'NNP', 'O'), ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('DEQUEEN', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'),\n",
       "  ('WIDE', 'NNP', 'O'),\n",
       "  ('ALL', 'NNP', 'O'),\n",
       "  ('LOCATIONS', 'NNP', 'O')],\n",
       " [('PALESTINE', 'NNP', 'O'),\n",
       "  ('WHEATLEY', 'NNP', 'O'),\n",
       "  ('GYMNASIUM', 'NNP', 'O')],\n",
       " [('PALESTINE', 'NNP', 'O'),\n",
       "  ('WHEATLEY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('PALESTINE', 'NNP', 'O'),\n",
       "  ('WHEATLEY', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('GYM', 'NN', 'O')],\n",
       " [('KBC', 'NNP', 'O'),\n",
       "  ('1200', 'CD', 'O'),\n",
       "  ('BYRUM', 'NNP', 'O'),\n",
       "  ('ROAD', 'NNP', 'O')],\n",
       " [('FCCPS', 'NN', 'O')],\n",
       " [('ELA', 'NNP', 'O'),\n",
       "  ('HISTORIC', 'NNP', 'O'),\n",
       "  ('BEECH', 'NNP', 'O'),\n",
       "  ('CREST', 'NNP', 'O')],\n",
       " [('PERFORMING', 'NN', 'O'), ('ARTS', 'NNS', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('411', 'CD', 'O'), ('OHIO', 'NNP', 'O')],\n",
       " [('BCPS', 'NN', 'O')],\n",
       " [('CO', 'NN', 'O')],\n",
       " [('MALCO', 'NN', 'O')],\n",
       " [('DEPOT', 'NN', 'O')],\n",
       " [('DCHS', 'NN', 'O')],\n",
       " [('DCPS', 'NN', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('K', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('UPPER', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAINTENANCE', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O'),\n",
       "  ('STAMPS', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPORTS', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O'),\n",
       "  ('FOOTBALL', 'NNP', 'O'),\n",
       "  ('STAMPS', 'NNP', 'O')],\n",
       " [('LOWER', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPORTS', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O'),\n",
       "  ('BASEBALLSOFTBALL', 'NNP', 'O')],\n",
       " [('CLEVELAND', 'NNP', 'O'),\n",
       "  ('COUNTY', 'NNP', 'O'),\n",
       "  ('HEAD', 'NNP', 'O'),\n",
       "  ('START', 'NNP', 'O'),\n",
       "  ('RISON', 'NNP', 'O')],\n",
       " [('RISON', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HOUSE', 'NN', 'O'),\n",
       "  ('ON', 'NNP', 'O'),\n",
       "  ('TIMBERWOLF', 'NNP', 'O'),\n",
       "  ('DRIVE', 'NNP', 'O')],\n",
       " [('BUSMAINT', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('FIELD', 'NNP', 'O'), ('HOUSE', 'NNP', 'O')],\n",
       " [('NEWARK', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NEWARK', 'NNP', 'O'), ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('CEDAR', 'NNP', 'O'),\n",
       "  ('RIDGE', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USEOIL', 'NNP', 'O'),\n",
       "  ('TROUGH', 'NNP', 'O'),\n",
       "  ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('CORD', 'NNP', 'O'),\n",
       "  ('CHARLOTTE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALL', 'DT', 'O'), ('LOCATIONS', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('STRAWBERRY', 'NN', 'O')],\n",
       " [('LYNN', 'NN', 'O')],\n",
       " [('HILLCREST', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('MT', 'NNP', 'O'),\n",
       "  ('JUDEA', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('DEER', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DEER', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZZZDONOTUSEZZZACORN', 'NNP', 'O'),\n",
       "  ('AG', 'NNP', 'O'),\n",
       "  ('BUILDING', 'NN', 'O')],\n",
       " [('ZZZZZDONOTUSEZZZODEN', 'NNP', 'O'), ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('ZZZZZDONOTUSEZZZODEN', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZZZDONOTUSEZZZACORN', 'NNP', 'O'),\n",
       "  ('OLD', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ODEN', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ACORN', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ODEN', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('ACORN', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('ZZZZZDONOTUSEZZZACORN', 'NNP', 'O'),\n",
       "  ('NEW', 'NNP', 'O'),\n",
       "  ('GYM', 'NNP', 'O')],\n",
       " [('ST', 'NNP', 'O'),\n",
       "  ('JOE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ST', 'NNP', 'O'),\n",
       "  ('JOE', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('OMSD', 'NNP', 'O'), ('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('WESTERN', 'NNP', 'O'),\n",
       "  ('GROVE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BRUNO', 'NNP', 'O'),\n",
       "  ('PYATT', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('TWO', 'NNP', 'O'),\n",
       "  ('RIVERS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('5', 'CD', 'O'),\n",
       "  ('12', 'CD', 'O')],\n",
       " [('PLAINVIEW', 'NN', 'O')],\n",
       " [('WALNUT', 'NNP', 'O'), ('RIDGE', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('WICKES', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('VAN', 'NNP', 'O'),\n",
       "  ('COVE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('COSSATOT', 'NNP', 'O'),\n",
       "  ('RIVER', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('UMPIRE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('STADIUM', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('INTERMEDIATE', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALPENA', 'NNP', 'O'), ('DISTRICT', 'NNP', 'O')],\n",
       " [('ARKADELPHIA', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PEAKE', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('CENTRAL', 'NNP', 'O'),\n",
       "  ('BLDG', 'NNP', 'O')],\n",
       " [('LOUISA', 'NNP', 'O'), ('PERRITT', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O')],\n",
       " [('ARMOREL', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('ARMOREL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ASHDOWN', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('C', 'NNP', 'O'),\n",
       "  ('D', 'NNP', 'O'),\n",
       "  ('FRANKS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ASHDOWN', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SUPPORT', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('MARGARET', 'NNP', 'O'), ('DANIEL', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O')],\n",
       " [('LF', 'NNP', 'O'),\n",
       "  ('HENDERSON', 'NNP', 'O'),\n",
       "  ('INTERM', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ABC', 'NNP', 'O'), ('CLASSROOMS', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('K', 'NNP', 'O'),\n",
       "  ('8', 'CD', 'O'),\n",
       "  ('BLDG', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('K', 'NNP', 'O'),\n",
       "  ('8', 'CD', 'O'),\n",
       "  ('BLDG', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('CAFETERIA', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('ADMINISTRATION', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('FIELD', 'NNP', 'O'), ('HOUSE', 'NNP', 'O')],\n",
       " [('K', 'NNP', 'O'),\n",
       "  ('12', 'CD', 'O'),\n",
       "  ('GYM', 'NNP', 'O'),\n",
       "  ('FOR', 'NNP', 'O'),\n",
       "  ('AUGUSTA', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('MAINTENANCE', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('AUGUSTA', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('AUGUSTA', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALE', 'NN', 'O')],\n",
       " [('CAFETERIA', 'NN', 'O')],\n",
       " [('ENTIRE', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('HL', 'NNP', 'O'),\n",
       "  ('LUBKER', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BALD', 'NNP', 'O'),\n",
       "  ('KNOB', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BALD', 'NNP', 'O'),\n",
       "  ('KNOB', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MULTI', 'NNP', 'O'), ('PURPOSE', 'NNP', 'O'), ('BLD', 'NNP', 'O')],\n",
       " [('MAINTENANCE', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('DNU', 'NNP', 'O'),\n",
       "  ('CAFETERIA', 'NNP', 'O'),\n",
       "  ('PHE', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('OFFICES', 'NNP', 'O')],\n",
       " [('TRANSPORTATION', 'NNP', 'O'), ('WAREHOUSE', 'NNP', 'O')],\n",
       " [('PINE', 'NNP', 'O'),\n",
       "  ('HAVEN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('DNU', 'NNP', 'O'),\n",
       "  ('CAFETERIA', 'NNP', 'O'),\n",
       "  ('BMS', 'NNP', 'O')],\n",
       " [('BAUXITE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAIN', 'NN', 'O')],\n",
       " [('ATHLETICS', 'NNS', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('NORTH', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('CAFETERIAS', 'NN', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O'),\n",
       "  ('MCRAE', 'NNP', 'O')],\n",
       " [('BEEBE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('4TH', 'CD', 'O'),\n",
       "  ('GRADE', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('BEEBE', 'NNP', 'O'),\n",
       "  ('2', 'CD', 'O'),\n",
       "  ('3', 'CD', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('SUPPORT', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('MAIN', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('EARLY', 'JJ', 'O'), ('CHILDHOOD', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('204', 'CD', 'O'),\n",
       "  ('N', 'NNP', 'O'),\n",
       "  ('COX', 'NNP', 'O'),\n",
       "  ('STREET', 'NNP', 'O')],\n",
       " [('RINGGOLD', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('536', 'CD', 'O'),\n",
       "  ('RIVER', 'NNP', 'O'),\n",
       "  ('STREET', 'NNP', 'O')],\n",
       " [('CALDWELL', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('1800', 'CD', 'O'),\n",
       "  ('W', 'NNP', 'O'),\n",
       "  ('SEVIER', 'NNP', 'O')],\n",
       " [('NEW', 'NNP', 'O'),\n",
       "  ('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('BLDG207', 'NNP', 'O'),\n",
       "  ('W', 'NNP', 'O'),\n",
       "  ('CONWAY', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'),\n",
       "  ('SHED', 'NNP', 'O'),\n",
       "  ('411', 'CD', 'O'),\n",
       "  ('N', 'NNP', 'O'),\n",
       "  ('MARKET', 'NNP', 'O')],\n",
       " [('UALR', 'NNP', 'O'),\n",
       "  ('ALC', 'NNP', 'O'),\n",
       "  ('PDC', 'NNP', 'O'),\n",
       "  ('FS', 'NNP', 'O'),\n",
       "  ('CURR', 'NNP', 'O'),\n",
       "  ('TEST', 'NNP', 'O'),\n",
       "  ('SPED', 'NNP', 'O'),\n",
       "  ('WAREHOUSE', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'),\n",
       "  ('OFFICE', 'NNP', 'O'),\n",
       "  ('500', 'CD', 'O'),\n",
       "  ('RIVER', 'NNP', 'O'),\n",
       "  ('STREET', 'NNP', 'O')],\n",
       " [('SENIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('211', 'CD', 'O'),\n",
       "  ('N', 'NNP', 'O'),\n",
       "  ('BORDER', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('411', 'CD', 'O'),\n",
       "  ('N', 'NNP', 'O'),\n",
       "  ('BORDER', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('UD', 'NNP', 'O')],\n",
       " [('PERRIN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('1201', 'CD', 'O'),\n",
       "  ('SMITHERS', 'NNP', 'O')],\n",
       " [('GRANT', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('1124', 'CD', 'O'),\n",
       "  ('HOOVER', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('OLD', 'NNP', 'O'), ('INTERMEDIATE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('KG2ND', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('LOWER', 'NNP', 'O')],\n",
       " [('MAINTENANCE', 'NN', 'O')],\n",
       " [('NEW', 'JJ', 'O'), ('INTERMEDIATE', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('COOPER', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('LINCOLN', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('TIGER', 'NNP', 'O'), ('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('TENNIE', 'NNP', 'O'),\n",
       "  ('RUSSELL', 'NNP', 'O'),\n",
       "  ('PRIMARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('RUTH', 'NNP', 'O'),\n",
       "  ('BARKER', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('THOMAS', 'NNP', 'O'),\n",
       "  ('JEFFERSON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('TECHNOLOGY', 'NN', 'O')],\n",
       " [('ELM', 'NNP', 'O'),\n",
       "  ('TREE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('RE', 'NNP', 'O'),\n",
       "  ('BAKER', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WASHINGTON', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('OLD', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ARDIS', 'NNP', 'O'),\n",
       "  ('ANN', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SUGAR', 'NNP', 'O'),\n",
       "  ('CREEK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('AREND', 'NNP', 'O'), ('ARTS', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('CENTERTON', 'NNP', 'O'),\n",
       "  ('GAMBLE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'),\n",
       "  ('PARK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('APPLE', 'NNP', 'O'),\n",
       "  ('GLEN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BENTONVILLE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MARY', 'NNP', 'O'),\n",
       "  ('MAE', 'NNP', 'O'),\n",
       "  ('JONES', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BWHS', 'NNP', 'O'), ('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('FULBRIGHT', 'NNP', 'O'), ('JH', 'NNP', 'O')],\n",
       " [('TRANSPORTATIONFACILITIES', 'NNP', 'O'), ('DEPARTMENT', 'NNP', 'O')],\n",
       " [('BENTONVILLE', 'NNP', 'O'),\n",
       "  ('WEST', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('FOOD', 'NNP', 'O'), ('WAREHOUSE', 'NNP', 'O')],\n",
       " [('BUILDING', 'NN', 'O'), ('BRIDGES', 'NNP', 'O')],\n",
       " [('BPS', 'NNP', 'O'), ('STUDENT', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('ALTERNATIVE', 'NNP', 'O'), ('LEARNINGESL', 'NNP', 'O')],\n",
       " [('BRIGHT', 'NNP', 'O'),\n",
       "  ('FIELD', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NUTRITION', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('BWHS', 'NNP', 'O'),\n",
       "  ('PERFORMING', 'NNP', 'O'),\n",
       "  ('ARTS', 'NNP', 'O'),\n",
       "  ('CENTER', 'NNP', 'O')],\n",
       " [('OSAGE', 'NNP', 'O'),\n",
       "  ('CREEK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WILLOWBROOK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('TREC', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('FINE', 'NNP', 'O'), ('ARTS', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('HSMS', 'NNP', 'O'), ('PE', 'NNP', 'O'), ('FACILITY', 'NNP', 'O')],\n",
       " [('AGRICULTURE', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('OLD', 'NNP', 'O'), ('MAIN', 'NNP', 'O')],\n",
       " [('GROUNDS', 'NNS', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('ART', 'NNP', 'O'),\n",
       "  ('BUILDING', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('OLD', 'NNP', 'O'),\n",
       "  ('ELEM5', 'NNP', 'O'),\n",
       "  ('6', 'CD', 'O'),\n",
       "  ('ANNEX', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('TRAILER', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('LIBRARYNURSES', 'NNP', 'O'),\n",
       "  ('OFFICE', 'NNP', 'O')],\n",
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       " [('EILEENS', 'NNP', 'O'), ('TRAILER', 'NNP', 'O')],\n",
       " [('JUMP', 'NNP', 'O'), ('START', 'NNP', 'O')],\n",
       " [('GYMNASIUM', 'NN', 'O')],\n",
       " [('OURSC', 'NNP', 'O'), ('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ONE', 'CD', 'O'),\n",
       "  ('STOP', 'NNP', 'O'),\n",
       "  ('RENTAL', 'NNP', 'O'),\n",
       "  ('TRAILER', 'NNP', 'O')],\n",
       " [('WILSONHAMMONDS', 'NNP', 'O'), ('TRAILER', 'NNP', 'O')],\n",
       " [('ABC', 'NNP', 'O'), ('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SEWER', 'NNP', 'O'), ('TREATMENT', 'NNP', 'O'), ('PLANT', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('8', 'CD', 'O'), ('JUN', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('12', 'CD', 'O'), ('SEP', 'NNP', 'O')],\n",
       " [('K', 'NNP', 'O'), ('2', 'CD', 'O')],\n",
       " [('OTHER', 'NN', 'O')],\n",
       " [('5', 'CD', 'O'), ('MAR', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BLEVINS', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BLEVINS', 'NNP', 'O'), ('ADMINISTRATION', 'NNP', 'O')],\n",
       " [('BLEVINS', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'),\n",
       "  ('PRIMARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'NNP', 'O'),\n",
       "  ('CENTRAL', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('DISTRICT', 'NNP', 'O'),\n",
       "  ('UD', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'),\n",
       "  ('KINDERGARTEN', 'NNP', 'O'),\n",
       "  ('CENTER', 'NNP', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'), ('ADMINISTRATION', 'NNP', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'),\n",
       "  ('SERVICE', 'NNP', 'O'),\n",
       "  ('CENTER', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'NNP', 'O'),\n",
       "  ('BLYTHEVILLE', 'NNP', 'O'),\n",
       "  ('CHARTER', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BLYTHEVILLE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINBUS', 'NNP', 'O'), ('SHOPWAREHOUSE', 'NNP', 'O')],\n",
       " [('WAREHOUSEBUS', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('MUSIC', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('K', 'NNP', 'O'), ('6', 'CD', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('BRADFORD', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BRADFORD', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CLASSROOMS', 'NN', 'O')],\n",
       " [('PARKING', 'NN', 'O'), ('LOT', 'NN', 'O')],\n",
       " [('MAINTENANCE', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('PLAYGROUND', 'NN', 'O')],\n",
       " [('LIBRARY', 'NN', 'O')],\n",
       " [('ALL', 'DT', 'O'), ('BUILDINGS', 'NNP', 'O')],\n",
       " [('PRESCHOOL', 'NN', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CAFETERIA', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('9TH', 'CD', 'O'),\n",
       "  ('10TH', 'CD', 'O')],\n",
       " [('DAVIS', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HURRICANE', 'NNP', 'O'),\n",
       "  ('CREEK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('11TH', 'CD', 'O'),\n",
       "  ('12TH', 'CD', 'O')],\n",
       " [('BRYANT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SALEM', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPRINGHILL', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BETHEL', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('BARN', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('NA', 'NNP', 'O'),\n",
       "  ('FOOD', 'NNP', 'O'),\n",
       "  ('SERVICES', 'NNP', 'O')],\n",
       " [('ADMINISTRATIVESUPPORT', 'NN', 'O')],\n",
       " [('BRYANT', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALT', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('BUILDING', 'NNP', 'O'),\n",
       "  ('601', 'CD', 'O')],\n",
       " [('HILL', 'NNP', 'O'),\n",
       "  ('FARM', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('PARON', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('COLLEGEVILLE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WEST', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ACE', 'NN', 'O')],\n",
       " [('FRESHMAN', 'NNP', 'O'), ('ACADEMY', 'NNP', 'O')],\n",
       " [('WESTSIDE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CABOT', 'NNP', 'O'), ('LEARNING', 'NNP', 'O'), ('ACADEMY', 'NNP', 'O')],\n",
       " [('STAGECOACH', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NORTHSIDE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('EASTSIDE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MOUNTAIN', 'NNP', 'O'),\n",
       "  ('SPRINGS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('TRANSPORTATION', 'NNP', 'O'), ('DEPARTMENT', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'),\n",
       "  ('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('OFFICE', 'NNP', 'O')],\n",
       " [('CUSTODIAL', 'NNP', 'O'), ('WAREHOUSE', 'NNP', 'O')],\n",
       " [('MAINTENANCE', 'NN', 'O')],\n",
       " [('WAREHOUSE', 'NN', 'O')],\n",
       " [('MAINTENANCE', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('AUSTIN', 'NNP', 'O'), ('TRAINING', 'NN', 'O'), ('CENTER', 'NN', 'O')],\n",
       " [('WARD', 'JJ', 'O'),\n",
       "  ('CENTRAL', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPECIAL', 'JJ', 'O'), ('EDUCATION', 'NNP', 'O'), ('ANNEX', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O'), ('SOUTH', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O'), ('NORTH', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAGNESS', 'NNP', 'O'),\n",
       "  ('CREEK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SOUTH', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('NORTH', 'NNP', 'O')],\n",
       " [('SOUTHSIDE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CADDO', 'NNP', 'O'),\n",
       "  ('HILLS', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('DISTRICT', 'NNP', 'O')],\n",
       " [('CALICO', 'NNP', 'O'),\n",
       "  ('ROCK', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CALICO', 'NNP', 'O'),\n",
       "  ('ROCK', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('K', 'NNP', 'O')],\n",
       " [('WESTSIDE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('KITHEN', 'NNP', 'O')],\n",
       " [('WESTSIDE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WESTSIDE', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WESTSIDE', 'NNP', 'O'), ('CONSOL', 'NNP', 'O'), ('SD', 'NNP', 'O')],\n",
       " [('KITCHEN', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('CAVE', 'NNP', 'O'),\n",
       "  ('CITY', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CAVE', 'NNP', 'O'),\n",
       "  ('CITY', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CAVE', 'NNP', 'O'),\n",
       "  ('CITY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CEDARVILLE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CEDARVILLE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CEDARVILLE', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GARY', 'NNP', 'O'),\n",
       "  ('E', 'NNP', 'O'),\n",
       "  ('COBB', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('GENOA', 'NNP', 'O'),\n",
       "  ('CENTRAL', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('GENOA', 'NNP', 'O'),\n",
       "  ('CENTRAL', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WHITE', 'NNP', 'O'),\n",
       "  ('COUNTY', 'NNP', 'O'),\n",
       "  ('CENTRAL', 'NNP', 'O'),\n",
       "  ('PK', 'NNP', 'O'),\n",
       "  ('12', 'CD', 'O')],\n",
       " [('CHARLESTON', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CHARLESTON', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O')],\n",
       " [('CHARLESTON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('RECTOR', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('DISTRICT', 'NNP', 'O')],\n",
       " [('RECTOR', 'NNP', 'O'), ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('RECTOR', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('RECTOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRIMARY', 'NN', 'O')],\n",
       " [('CLARKSVILLE', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('PYRON', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('KRAUS', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CLARKSVILLE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('CLARKSVILLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('DISTRICT', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('FACILITIES', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('BARN', 'NNP', 'O')],\n",
       " [('CLINTON', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('COWSERT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CLINTON', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CLINTON', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('CLINTON', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('CONCORD', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CONCORD', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELLEN', 'NNP', 'O'),\n",
       "  ('SMITH', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CONWAY', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('JULIA', 'NNP', 'O'),\n",
       "  ('LEE', 'NNP', 'O'),\n",
       "  ('MOORE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('JIM', 'NNP', 'O'),\n",
       "  ('STONE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SALLIE', 'NNP', 'O'),\n",
       "  ('CONE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('RUTH', 'NNP', 'O'),\n",
       "  ('DOYLE', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BOB', 'NNP', 'O'),\n",
       "  ('COURTWAY', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MARGUERITE', 'NNP', 'O'),\n",
       "  ('VANN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('FLORENCE', 'NNP', 'O'),\n",
       "  ('MATTISON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SIMON', 'NNP', 'O'), ('INTERMEDIATE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('THEODORE', 'NNP', 'O'),\n",
       "  ('JONES', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MARGUERITE', 'NNP', 'O'),\n",
       "  ('VANN', 'NNP', 'O'),\n",
       "  ('SPECIAL', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O')],\n",
       " [('JULIA', 'NNP', 'O'),\n",
       "  ('LEE', 'NNP', 'O'),\n",
       "  ('MOORE', 'NNP', 'O'),\n",
       "  ('SPECIAL', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O')],\n",
       " [('CONWAY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('SPECIAL', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O')],\n",
       " [('FLORENCE', 'NNP', 'O'),\n",
       "  ('MATTISON', 'NNP', 'O'),\n",
       "  ('SPECIAL', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O')],\n",
       " [('CTSC', 'NN', 'O')],\n",
       " [('FOOD', 'NNP', 'O'), ('SERVICE', 'NN', 'O')],\n",
       " [('WOODROW', 'NNP', 'O'),\n",
       "  ('CUMMINS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CONWAY', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'JJ', 'O'), ('MAINTENANCE', 'NNP', 'O')],\n",
       " [('TRANSPORTATION', 'NN', 'O')],\n",
       " [('PURCHASINGPRINTING', 'NN', 'O')],\n",
       " [('CAREER', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('CARL', 'NNP', 'O'),\n",
       "  ('STUART', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('IDA', 'NNP', 'O'), ('BURNS', 'NNP', 'O')],\n",
       " [('ADULT', 'DT', 'O'), ('EDUCATION', 'NNP', 'O')],\n",
       " [('CAROLYN', 'NNP', 'O'),\n",
       "  ('LEWIS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATIVE', 'NNP', 'O'), ('ANNEX', 'NNP', 'O')],\n",
       " [('COTTER', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('AMANDA', 'NNP', 'O'),\n",
       "  ('GIST', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CROSSETT', 'NNP', 'O'), ('LEARNING', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('AUDITORIUM', 'NN', 'O')],\n",
       " [('CROSSETT', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CROSSETT', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('NORTH', 'NNP', 'O'), ('CROSSETT', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O')],\n",
       " [('MAINTENANCE', 'NNP', 'O'),\n",
       "  ('AND', 'CC', 'O'),\n",
       "  ('TRANSPORTATION', 'NNP', 'O')],\n",
       " [('DANIEL', 'NNP', 'O'), ('IS', 'NNP', 'O')],\n",
       " [('TECHNOLOGY', 'NN', 'O')],\n",
       " [('ATHLETICS', 'NNS', 'O')],\n",
       " [('CROSSETT', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CAFETERIABAND', 'NNP', 'O'), ('ROOM', 'NNP', 'O')],\n",
       " [('CUTTER', 'NNP', 'O'),\n",
       "  ('MORNING', 'NNP', 'O'),\n",
       "  ('STAR', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('ADMINISTRATIVE', 'JJ', 'O'), ('OFFICES', 'NNS', 'O')],\n",
       " [('CUTTER', 'NNP', 'O'),\n",
       "  ('MORNING', 'NNP', 'O'),\n",
       "  ('STAR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('S', 'NNP', 'O'),\n",
       "  ('C', 'NNP', 'O'),\n",
       "  ('TUCKER', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('INTERMEDIATE', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('BARN', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALL', 'DT', 'O'), ('LOCATIONS', 'NNP', 'O')],\n",
       " [('DERMOTT', 'NNP', 'O'),\n",
       "  ('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('BUILDING', 'NN', 'O')],\n",
       " [('DERMOTT', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('ADMINISTRATION', 'NNP', 'O')],\n",
       " [('DERMOTT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DIERKS', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DOLLARWAY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('OLD', 'NNP', 'O'),\n",
       "  ('RFM', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'),\n",
       "  ('OFF', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O'),\n",
       "  ('OLD', 'NNP', 'O'),\n",
       "  ('DOLLARWAY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('JAMES', 'NNP', 'O'),\n",
       "  ('MATTHEWS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('ROBERT', 'NNP', 'O'),\n",
       "  ('F', 'NNP', 'O'),\n",
       "  ('MOREHEAD', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('OLD', 'NNP', 'O'),\n",
       "  ('TP', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'NNP', 'O'),\n",
       "  ('DOLLARWAY', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('LOWER', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FEDSPED', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('TECHNOLOGY', 'NN', 'O'), ('LAB', 'NNP', 'O')],\n",
       " [('CAFETERIA', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('REED', 'NNP', 'O'), ('INTERMEDIATE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('REED', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('REED', 'NNP', 'O'), ('CAFE', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('CAFE', 'NNP', 'O')],\n",
       " [('BASEBALL', 'NNP', 'O'), ('FIELDCONSESSION', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('CAFE', 'NNP', 'O')],\n",
       " [('FEDERAL', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('OLD', 'NNP', 'O'),\n",
       "  ('GYM', 'NNP', 'O')],\n",
       " [('DUMAS', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DUMAS', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CURRICULUM', 'NNP', 'O'), ('BLD', 'NNP', 'O')],\n",
       " [('FIELD', 'NNP', 'O'), ('HOUSE', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('NEW', 'NNP', 'O'),\n",
       "  ('GYM', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('GYMNASTIC', 'NNP', 'O'),\n",
       "  ('GYM', 'NNP', 'O')],\n",
       " [('TARGET', 'NNP', 'O'), ('PREP', 'NNP', 'O')],\n",
       " [('EARLE', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('POOLOLD', 'NNP', 'O'), ('FOOTBALL', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('EARLE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'NNP', 'O'),\n",
       "  ('END', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'JJ', 'O'),\n",
       "  ('END', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('MEMORIAL', 'NNP', 'O'), ('STADIUM', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('FIELDS', 'NNP', 'O')],\n",
       " [('RENTAL', 'NNP', 'O'), ('PROPERTY', 'NN', 'O')],\n",
       " [('NORTHWEST', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('RETTA', 'NNP', 'O'),\n",
       "  ('BROWN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WASHINGTON', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EL', 'NNP', 'O'),\n",
       "  ('DORADO', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O')],\n",
       " [('YOCUM', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EL', 'NNP', 'O'),\n",
       "  ('DORADO', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('BARTON', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HUGH', 'NNP', 'O'),\n",
       "  ('GOODWIN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MURMIL', 'NNP', 'O'), ('EDUCATIONAL', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('CAFETERIA', 'NNP', 'O'), ('WAREHOUSE', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('YARD', 'NNP', 'O')],\n",
       " [('TAC', 'NNP', 'O'), ('HOUSE', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FACILITIES', 'NN', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZDO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USETRACK', 'NNP', 'O'),\n",
       "  ('FIELD', 'NNP', 'O')],\n",
       " [('SPORTS', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O'),\n",
       "  ('VAN', 'NNP', 'O'),\n",
       "  ('PELT', 'NNP', 'O'),\n",
       "  ('TRACK', 'NNP', 'O'),\n",
       "  ('FIELD', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('BARN', 'NNP', 'O')],\n",
       " [('GROUNDS', 'NNS', 'O'), ('MAINTENANCE', 'VBP', 'O')],\n",
       " [('FACILITIES', 'CD', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('NEW', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'NNP', 'O'),\n",
       "  ('OLD', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CAMDEN', 'NNP', 'O'),\n",
       "  ('FAIRVIEW', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('IVORY', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FAIRVIEW', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('WHITESIDE', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('CAMDEN', 'NNP', 'O'),\n",
       "  ('FAIRVIEW', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CAMDEN', 'NNP', 'O'),\n",
       "  ('FAIRVIEW', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('OLD', 'NNP', 'O'),\n",
       "  ('MAINTENANCE', 'NNP', 'O'),\n",
       "  ('SHOP', 'NNP', 'O'),\n",
       "  ('EMPTY', 'NNP', 'O'),\n",
       "  ('BLDG', 'NNP', 'O')],\n",
       " [('LEDBETTER', 'NNP', 'O'),\n",
       "  ('INERMEDIATE', 'NNP', 'O'),\n",
       "  ('5TH', 'CD', 'O'),\n",
       "  ('GR', 'NNP', 'O')],\n",
       " [('NWA', 'NNP', 'O'),\n",
       "  ('COOPERATIVE', 'NNP', 'O'),\n",
       "  ('FOR', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O')],\n",
       " [('OLD', 'NNP', 'O'),\n",
       "  ('FOOD', 'NNP', 'O'),\n",
       "  ('BLDG', 'NNP', 'O'),\n",
       "  ('EMPTY', 'NNP', 'O'),\n",
       "  ('BLDG', 'NNP', 'O')],\n",
       " [('TRANSPORTATION', 'NN', 'O')],\n",
       " [('FHS', 'NNP', 'O'), ('ARENAPAC', 'NNP', 'O')],\n",
       " [('BOB', 'NNP', 'O'),\n",
       "  ('FOLSOM', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('LEDBETTER', 'NNP', 'O'), ('INERMEDIATE', 'NNP', 'O'), ('GYM', 'NNP', 'O')],\n",
       " [('RGLMS', 'NNP', 'O'), ('GYM', 'NNP', 'O')],\n",
       " [('JERRY', 'NNP', 'O'),\n",
       "  ('POP', 'NNP', 'O'),\n",
       "  ('WILLIAMS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NEW', 'JJ', 'O'), ('MAINTENANCE', 'NNP', 'O'), ('SHOP', 'NNP', 'O')],\n",
       " [('LEDBETTER', 'NNP', 'O'),\n",
       "  ('INERMEDIATE', 'NNP', 'O'),\n",
       "  ('4TH', 'CD', 'O'),\n",
       "  ('GR', 'NNP', 'O')],\n",
       " [('FARMINGTON', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('RANDALL', 'NNP', 'O'),\n",
       "  ('G', 'NNP', 'O'),\n",
       "  ('LYNCH', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HAPPY', 'NNP', 'O'),\n",
       "  ('HOLLOW', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HOLT', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MCNAIR', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WASHINGTON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('RAMAY', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUTTERFIELD', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ROOT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HOLCOMB', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('LEVERETT', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('ASBELL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O')],\n",
       " [('ATHLETICS', 'NNS', 'O')],\n",
       " [('OWL', 'NNP', 'O'),\n",
       "  ('CREEK', 'NNP', 'O'),\n",
       "  ('K', 'NNP', 'O'),\n",
       "  ('7', 'CD', 'O')],\n",
       " [('CIAA', 'NN', 'O')],\n",
       " [('WOODLAND', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALLPS', 'NN', 'O')],\n",
       " [('EAST', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('JEFFERSON', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('SUPPORT', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('VANDERGRIFF', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('FLIPPIN', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FLIPPIN', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FLIPPIN', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MSHS', 'NNP', 'O'), ('CAFE', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('OFFICES', 'NNP', 'O')],\n",
       " [('FOREMAN', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('OSCAR', 'NNP', 'O'),\n",
       "  ('HAMILTON', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('LINCOLN', 'NNP', 'O'), ('ACADEMY', 'NNP', 'O')],\n",
       " [('ABC', 'NNP', 'O'), ('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('STEWART', 'NNP', 'O'), ('ESADMIN', 'NNP', 'O')],\n",
       " [('FORREST', 'NNP', 'O'),\n",
       "  ('CITY', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('STEWART', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('WEST', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MADISON', 'NNP', 'O'), ('ALE', 'NNP', 'O')],\n",
       " [('FORREST', 'NNP', 'O'),\n",
       "  ('CITY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPECIAL', 'JJ', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O'),\n",
       "  ('DEPARTMENT', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('PRINT', 'NNP', 'O'), ('SHOP', 'NNP', 'O'), ('N', 'NNP', 'O')],\n",
       " [('PIKE', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPRADLING', 'NN', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SERVICE', 'NNP', 'O'), ('CENTER', 'NNP', 'O'), ('N', 'NNP', 'O')],\n",
       " [('CHAFFIN', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('RAMSEY', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('KIMMONS', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BALLMAN', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DARBY', 'NNP', 'O'),\n",
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       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('SUTTON', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WOODS', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('PARKER', 'NNP', 'O'), ('CENTER', 'NNP', 'O'), ('N', 'NNP', 'O')],\n",
       " [('BEARD', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CAVANAUGH', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('HOWARD', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BARLING', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EUPER', 'NNP', 'O'),\n",
       "  ('LANE', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CARNALL', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FAIRVIEW', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MORRISON', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('TRUSTY', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BELLE', 'NNP', 'O'), ('POINT', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('ORR', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ROGERS', 'NNP', 'O'), ('CENTER', 'NNP', 'O'), ('N', 'NNP', 'O')],\n",
       " [('SOUTHSIDE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('TILLES', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NORTHSIDE', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SUNNYMEDE', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('PEABODY', 'NNP', 'O'),\n",
       "  ('ADULT', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O'),\n",
       "  ('N', 'NNP', 'O')],\n",
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       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('DISTRICT', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GENTRY', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('CONVERSION', 'NNP', 'O'),\n",
       "  ('CHARTER', 'NNP', 'O')],\n",
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       " [('DISTRICT', 'NNP', 'O'), ('WIDE', 'NNP', 'O')],\n",
       " [('SPECIAL', 'NNP', 'O'),\n",
       "  ('EDUCATION', 'NNP', 'O'),\n",
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       " [('TRANSPORTATION', 'NN', 'O')],\n",
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       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('FOOD', 'NNP', 'O'), ('SERVICES', 'NNP', 'O')],\n",
       " [('GENTRY', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GLEN', 'NNP', 'O'),\n",
       "  ('ROSE', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('ROSE', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('GLEN', 'NNP', 'O'),\n",
       "  ('ROSE', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('FOOTBALL', 'NNP', 'O'), ('STADIUM', 'NNP', 'O')],\n",
       " [('BUSMAINTENANCE', 'NN', 'O')],\n",
       " [('SEWAGE', 'NNP', 'O'), ('TREATMENT', 'NNP', 'O'), ('PLANT', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('DO', 'NNP', 'O'),\n",
       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'NNP', 'O'),\n",
       "  ('PRIMARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('CAFETERIA', 'NNP', 'O')],\n",
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       "  ('CAFETERIA', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ZZZ', 'NNP', 'O'),\n",
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       "  ('NOT', 'NNP', 'O'),\n",
       "  ('USE', 'NNP', 'O'),\n",
       "  ('INTERMEDIATE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O'), ('CAFETERIA', 'NNP', 'O')],\n",
       " [('ANNEX', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('GRAVETTE', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('FORMER', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('UPPER', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GLENN', 'NNP', 'O'),\n",
       "  ('DUFFY', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('GRAVETTE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('DISTRICT', 'NNP', 'O'),\n",
       "  ('UD', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('FIELD', 'NNP', 'O'),\n",
       "  ('HOUSE', 'NNP', 'O')],\n",
       " [('WESTERN', 'NNP', 'O'),\n",
       "  ('BENTON', 'NNP', 'O'),\n",
       "  ('COUNTY', 'NNP', 'O'),\n",
       "  ('CAREER', 'NNP', 'O'),\n",
       "  ('TECH', 'NNP', 'O'),\n",
       "  ('CENTER', 'NNP', 'O')],\n",
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       " [('COMPETITION', 'NNP', 'O'), ('GYM', 'NNP', 'O')],\n",
       " [('ALEMAIN', 'NNP', 'O'), ('ACADEMY', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O'), ('GYM', 'NNP', 'O')],\n",
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       " [('HIGH', 'JJ', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
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       "  ('COMPLEX', 'NNP', 'O')],\n",
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       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('FIELD', 'NNP', 'O'),\n",
       "  ('HOUSE', 'NNP', 'O')],\n",
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       " [('GREEN', 'NNP', 'O'),\n",
       "  ('FOREST', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('LOWER', 'NNP', 'O'),\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('FOREST', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('FOREST', 'NNP', 'O'),\n",
       "  ('MAINTENANCE', 'NNP', 'O'),\n",
       "  ('TRANSPORTATION', 'NNP', 'O')],\n",
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       "  ('FOREST', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('WOOSTER', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EASTSIDE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('GES', 'NN', 'O')],\n",
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       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('ATHLETIC', 'NNP', 'O'), ('FIELDS', 'NNP', 'O')],\n",
       " [('GMS', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('WESTWOOD', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SPECIAL', 'JJ', 'O'), ('EDUCATION', 'NNP', 'O'), ('HOUSE', 'NNP', 'O')],\n",
       " [('EASTHILLS', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GREENWOOD', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('DEVELOPMENT', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('EAST', 'NNP', 'O'),\n",
       "  ('POINTE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAINTENANCEALEBUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICEAUDITORIUM', 'NNP', 'O')],\n",
       " [('CABE', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GURDON', 'NNP', 'O'), ('PRIMARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GURDON', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GUY', 'NNP', 'O'),\n",
       "  ('PERKINS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('THUNDERBIRD', 'NNP', 'O'), ('COMPLEX', 'NNP', 'O')],\n",
       " [('STORAGE', 'NN', 'O')],\n",
       " [('OLD', 'NNP', 'O'), ('GYM', 'NNP', 'O')],\n",
       " [('MUSIC', 'NNP', 'O'), ('BLDG', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('CAFETERIA', 'NN', 'O')],\n",
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       "  ('MAIN', 'NNP', 'O'),\n",
       "  ('T', 'NNP', 'O'),\n",
       "  ('BIRD', 'NNP', 'O'),\n",
       "  ('COMPLEX', 'NNP', 'O')],\n",
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       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('HACKETT', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HACKETT', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAST', 'NNS', 'O'), ('WING', 'NN', 'O')],\n",
       " [('FINE', 'NNP', 'O'), ('ARTS', 'NNP', 'O')],\n",
       " [('CAFETERIA', 'NN', 'O')],\n",
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       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O'), ('GYM', 'NNP', 'O')],\n",
       " [('WEST', 'NNP', 'O'), ('WING', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('5205', 'CD', 'O'), ('ADMINISTRATION', 'NNP', 'O')],\n",
       " [('11', 'CD', 'O'),\n",
       "  ('SPARKMAN', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('SPARKMAN', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('29', 'CD', 'O'),\n",
       "  ('HARMONY', 'NNP', 'O'),\n",
       "  ('GROVE', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('GROVE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
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       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HARRISBURG', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HARRISBURG', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
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       " [('WEINER', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HARRISBURG', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('JUNIOR', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FOOD', 'NNP', 'O'), ('SERVICE', 'NN', 'O')],\n",
       " [('HARRISON', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('FOREST', 'NNP', 'O'),\n",
       "  ('HEIGHTS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('K', 'NNP', 'O'),\n",
       "  ('6', 'CD', 'O'),\n",
       "  ('A', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('7', 'CD', 'O'),\n",
       "  ('12', 'CD', 'O'),\n",
       "  ('A', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('HARRISON', 'NNP', 'O'), ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('OUR', 'NNP', 'O'), ('PRESCHOOL', 'NNP', 'O')],\n",
       " [('HARRISON', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('SKYLINE', 'NNP', 'O'),\n",
       "  ('HEIGHTS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('EAGLE', 'NNP', 'O'),\n",
       "  ('HEIGHTS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WOODLAND', 'NNP', 'O'),\n",
       "  ('HEIGHTS', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('ALL', 'DT', 'O'), ('BUILDINGS', 'NNP', 'O')],\n",
       " [('HAZEN', 'NNP', 'O'), ('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('HAZEN', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HAZEN', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('TRACK', 'NNP', 'O'), ('FOOTBALL', 'NNP', 'O'), ('FIELD', 'NNP', 'O')],\n",
       " [('ADMINNEW', 'NNP', 'O'), ('GYM', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HECTOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('HECTOR', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('CAMPUS', 'NNP', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('JF', 'NNP', 'O'),\n",
       "  ('WAHL', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('MAINTENANCE', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('9', 'CD', 'O'),\n",
       "  ('12', 'CD', 'O')],\n",
       " [('MILLER', 'NNP', 'O'),\n",
       "  ('JUNIOR', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('4', 'CD', 'O'),\n",
       "  ('6', 'CD', 'O')],\n",
       " [('004', 'CD', 'O'), ('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('TRANSPORTATION', 'NNP', 'O'), ('BUILDING', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('HERMITAGE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('HERMITAGE', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O')],\n",
       " [('HERMITAGE', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('HIGH', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HIGHLAND', 'NNP', 'O'), ('MIDDLE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('OFFICE', 'NNP', 'O')],\n",
       " [('ACTIVITY', 'NNP', 'O'), ('CENTER', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('HIGHLAND', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('CHEROKEE', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('WILLIAM', 'NNP', 'O'),\n",
       "  ('JEFFERSON', 'NNP', 'O'),\n",
       "  ('CLINTON', 'NNP', 'O'),\n",
       "  ('PRIMARY', 'NNP', 'O'),\n",
       "  ('2903007', 'CD', 'O')],\n",
       " [('PAISLEY', 'NNP', 'O'),\n",
       "  ('CAMPUS', 'NNP', 'O'),\n",
       "  ('AND', 'NNP', 'O'),\n",
       "  ('MAINTENANCE', 'NNP', 'O')],\n",
       " [('GARLAND', 'NNP', 'O'), ('HAPS', 'NNP', 'O')],\n",
       " [('BERYL', 'NNP', 'O'),\n",
       "  ('HENRY', 'NNP', 'O'),\n",
       "  ('ELEMENTARY', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('CENTRAL', 'NNP', 'O'), ('ADMINISTRATION', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('ABC', 'NNP', 'O'), ('PRE', 'NNP', 'O'), ('K', 'NNP', 'O')],\n",
       " [('HENRY', 'NNP', 'O'),\n",
       "  ('CLAY', 'NNP', 'O'),\n",
       "  ('YERGER', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('EDITH', 'NNP', 'O'), ('BROWN', 'NNP', 'O')],\n",
       " [('HOPE', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O'),\n",
       "  ('1701', 'CD', 'O'),\n",
       "  ('S', 'NNP', 'O'),\n",
       "  ('MAIN', 'NNP', 'O'),\n",
       "  ('STREET', 'NNP', 'O')],\n",
       " [('PRE', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HORATIO', 'NNP', 'O'), ('ELEMENTARY', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('BUS', 'NNP', 'O'), ('GARAGE', 'NNP', 'O')],\n",
       " [('BASEBALLSOFTBALL', 'NN', 'O')],\n",
       " [('ADMINISTRATION', 'NN', 'O')],\n",
       " [('HORATIO', 'NNP', 'O'), ('HIGH', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('OAKLAWN', 'NNP', 'O'), ('MAGNET', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('HOT', 'NNP', 'O'),\n",
       "  ('SPRINGS', 'NNP', 'O'),\n",
       "  ('MIDDLE', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " [('NAN', 'NN', 'O')],\n",
       " [('GREENWOOD', 'NNP', 'O'), ('STORAGE', 'NN', 'O')],\n",
       " [('EASTSIDE', 'NN', 'O')],\n",
       " [('PARK', 'NNP', 'O'), ('MAGNET', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('JONES', 'NNP', 'O'),\n",
       "  ('ADMINISTRATION', 'NNP', 'O'),\n",
       "  ('BUILDING', 'NNP', 'O')],\n",
       " [('GARDNER', 'NNP', 'O'), ('MAGNET', 'NNP', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('INTERMEDIATE', 'JJ', 'O'), ('SCHOOL', 'NNP', 'O')],\n",
       " [('GARLAND', 'NNP', 'O'),\n",
       "  ('COUNTY', 'NNP', 'O'),\n",
       "  ('PRE', 'NNP', 'O'),\n",
       "  ('K', 'NNP', 'O')],\n",
       " [('HOT', 'NNP', 'O'),\n",
       "  ('SPRINGS', 'NNP', 'O'),\n",
       "  ('HIGH', 'NNP', 'O'),\n",
       "  ('SCHOOL', 'NNP', 'O')],\n",
       " ...]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences = [nltk.tree2conlltags(sent) for sent in sentences]\n",
    "sentences"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare 2 approaches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_old = pd.read_csv('sample_match.csv')\n",
    "df_old.NCESSCH = df_old.NCESSCH.astype(str)\n",
    "print(df_old.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "_, (ax1, ax2) = plt.subplots(1, 2, sharey=True, sharex=True, figsize=(10,4))\n",
    "df_res.Score.hist(ax=ax1).set_title('Only Name')\n",
    "ax1.vlines(df_res.Score.mean(), ymin=0, ymax=600, label='Mean Score %.2f' % df_res.Score.mean())\n",
    "ax1.legend()\n",
    "df_old.Score.hist(ax=ax2).set_title('Name+Address')\n",
    "ax2.vlines(df_old.Score.mean(), ymin=0, ymax=600, label='Mean Score %.2f' % df_old.Score.mean())\n",
    "ax2.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We can see 2 groups in case of matching only names: **\n",
    "- in first group matches are almost exact (score > 80)\n",
    "- in second one scores are quite low\n",
    "\n",
    "**Mean score is slightly higher for matching only names**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_cmp = pd.merge(df_res, df_old, on='un_loc', suffixes=('_on', '_na'))\n",
    "print(df_cmp.shape)\n",
    "df_cmp.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_cmp['equal_NCESSCH'] = (df_cmp.NCESSCH_on == df_cmp.NCESSCH_na).astype(int)\n",
    "df_cmp.equal_NCESSCH.value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**NCESSCH are the same for 54% of samples**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "_, axes = plt.subplots(2, 2, sharey=True, sharex=True, figsize=(8,8))\n",
    "df_cmp.Score_on[df_cmp.equal_NCESSCH==0].hist(ax=axes[0][0]).set_title('Only Name - Different NCESSCH')\n",
    "df_cmp.Score_on[df_cmp.equal_NCESSCH==1].hist(ax=axes[0][1]).set_title('Only Name - Same NCESSCH')\n",
    "df_cmp.Score_na[df_cmp.equal_NCESSCH==0].hist(ax=axes[1][0]).set_title('Name+Address - Different NCESSCH')\n",
    "df_cmp.Score_na[df_cmp.equal_NCESSCH==1].hist(ax=axes[1][1]).set_title('Name+Address - Same NCESSCH');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!python fuzzy_script.py -o sample_match_name_only.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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