SAT scores by needs grouping.ipynb

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  {
   "cell_type": "code",
   "execution_count": 176,
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   "source": [
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "matplotlib.style.use('ggplot')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "570\n"
     ]
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code</th>\n",
       "      <th>High Needs (F, R, ELL or SWD)</th>\n",
       "      <th>Total Numberof Students</th>\n",
       "      <th>Total NumberTested</th>\n",
       "      <th>Connecticut School Day SATParticipationRate</th>\n",
       "      <th>Total Numberwith Scored Tests</th>\n",
       "      <th>Level 1Not Met Count</th>\n",
       "      <th>Level 1Not Met %</th>\n",
       "      <th>Level 2Approaching Count</th>\n",
       "      <th>Level 2Approaching %</th>\n",
       "      <th>Level 3Met Count</th>\n",
       "      <th>Level 3Met %</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Achievement First Hartford Academy Inc. District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>56.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>488.0</td>\n",
       "      <td>ELA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>494.0</td>\n",
       "      <td>Math</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Amistad Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>96.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500.0</td>\n",
       "      <td>ELA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>N</td>\n",
       "      <td>20.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ELA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>96.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>466.0</td>\n",
       "      <td>Math</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 District Code  \\\n",
       "year    District                                         Subject                 \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA        =\"2880013\"   \n",
       "                                                         Math       =\"2880013\"   \n",
       "        Amistad Academy District                         ELA        =\"2790013\"   \n",
       "                                                         ELA        =\"2790013\"   \n",
       "                                                         Math       =\"2790013\"   \n",
       "\n",
       "                                                                 High Needs (F, R, ELL or SWD)  \\\n",
       "year    District                                         Subject                                 \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                 Y   \n",
       "                                                         Math                                Y   \n",
       "        Amistad Academy District                         ELA                                 Y   \n",
       "                                                         ELA                                 N   \n",
       "                                                         Math                                Y   \n",
       "\n",
       "                                                                  Total Numberof Students  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                         39.0   \n",
       "                                                         Math                        39.0   \n",
       "        Amistad Academy District                         ELA                         30.0   \n",
       "                                                         ELA                         20.0   \n",
       "                                                         Math                        30.0   \n",
       "\n",
       "                                                                  Total NumberTested  \\\n",
       "year    District                                         Subject                       \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                    39.0   \n",
       "                                                         Math                   39.0   \n",
       "        Amistad Academy District                         ELA                    29.0   \n",
       "                                                         ELA                    19.0   \n",
       "                                                         Math                   29.0   \n",
       "\n",
       "                                                                  Connecticut School Day SATParticipationRate  \\\n",
       "year    District                                         Subject                                                \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                            100.0   \n",
       "                                                         Math                                           100.0   \n",
       "        Amistad Academy District                         ELA                                             96.7   \n",
       "                                                         ELA                                             95.0   \n",
       "                                                         Math                                            96.7   \n",
       "\n",
       "                                                                  Total Numberwith Scored Tests  \\\n",
       "year    District                                         Subject                                  \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                               39.0   \n",
       "                                                         Math                              38.0   \n",
       "        Amistad Academy District                         ELA                               28.0   \n",
       "                                                         ELA                               19.0   \n",
       "                                                         Math                              28.0   \n",
       "\n",
       "                                                                  Level 1Not Met Count  \\\n",
       "year    District                                         Subject                         \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                       NaN   \n",
       "                                                         Math                      NaN   \n",
       "        Amistad Academy District                         ELA                       NaN   \n",
       "                                                         ELA                       NaN   \n",
       "                                                         Math                      NaN   \n",
       "\n",
       "                                                                  Level 1Not Met %  \\\n",
       "year    District                                         Subject                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Amistad Academy District                         ELA                   NaN   \n",
       "                                                         ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "\n",
       "                                                                  Level 2Approaching Count  \\\n",
       "year    District                                         Subject                             \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                          10.0   \n",
       "                                                         Math                         20.0   \n",
       "        Amistad Academy District                         ELA                           NaN   \n",
       "                                                         ELA                           NaN   \n",
       "                                                         Math                          NaN   \n",
       "\n",
       "                                                                  Level 2Approaching %  \\\n",
       "year    District                                         Subject                         \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                      25.6   \n",
       "                                                         Math                     52.6   \n",
       "        Amistad Academy District                         ELA                       NaN   \n",
       "                                                         ELA                       NaN   \n",
       "                                                         Math                      NaN   \n",
       "\n",
       "                                                                  Level 3Met Count  \\\n",
       "year    District                                         Subject                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                  22.0   \n",
       "                                                         Math                 13.0   \n",
       "        Amistad Academy District                         ELA                   NaN   \n",
       "                                                         ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "\n",
       "                                                                  Level 3Met %  \\\n",
       "year    District                                         Subject                 \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA              56.4   \n",
       "                                                         Math             34.2   \n",
       "        Amistad Academy District                         ELA               NaN   \n",
       "                                                         ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "\n",
       "                                                                  Level 4Exceeded Count  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Amistad Academy District                         ELA                        0.0   \n",
       "                                                         ELA                        NaN   \n",
       "                                                         Math                       0.0   \n",
       "\n",
       "                                                                  Level 4Exceeded %  \\\n",
       "year    District                                         Subject                      \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Amistad Academy District                         ELA                    0.0   \n",
       "                                                         ELA                    NaN   \n",
       "                                                         Math                   0.0   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded Count  \\\n",
       "year    District                                         Subject                                   \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Amistad Academy District                         ELA                                 NaN   \n",
       "                                                         ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded %  \\\n",
       "year    District                                         Subject                               \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Amistad Academy District                         ELA                             NaN   \n",
       "                                                         ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                                         Subject                                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                      488.0   \n",
       "                                                         Math                                     494.0   \n",
       "        Amistad Academy District                         ELA                                      500.0   \n",
       "                                                         ELA                                        NaN   \n",
       "                                                         Math                                     466.0   \n",
       "\n",
       "                                                                  subj  \n",
       "year    District                                         Subject        \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA       ELA  \n",
       "                                                         Math     Math  \n",
       "        Amistad Academy District                         ELA       ELA  \n",
       "                                                         ELA       ELA  \n",
       "                                                         Math     Math  "
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def clean_df(df):\n",
    "    \n",
    "    ret = df.copy()\n",
    "    \n",
    "    header = ret.iloc[0].fillna(method=\"ffill\").fillna(\"\") + \" \" + ret.iloc[1]\n",
    "    header = header.apply(lambda x: x.strip())\n",
    "        \n",
    "    ret.columns = header\n",
    "    ret = ret.drop(0).drop(1)\n",
    "    \n",
    "    return ret\n",
    "\n",
    "\n",
    "def get_data(year=\"2016-17\"):\n",
    "    \n",
    "        ret = pd.read_csv(\"data/CTSchoolDaySAT-needs-\" + year + \".csv\",\n",
    "                          skiprows=3,header=None)\n",
    "        \n",
    "        ret = clean_df(ret)\n",
    "        \n",
    "        for c in ret.columns[4:]:\n",
    "            ret[c] = pd.to_numeric(ret[c],errors=\"coerce\")\n",
    "            \n",
    "        ret[\"year\"] = year\n",
    "        \n",
    "        ret[\"subj\"] = ret[\"Subject\"]\n",
    "        #ret = ret.set_index([\"year\",\"District\",\"Subject\",\"High Needs (F, R, ELL or SWD)\"])\n",
    "        \n",
    "#         ret = ret.set_index(\"District\")\n",
    "        ret = ret.set_index([\"year\",\"District\",\"Subject\"])\n",
    "\n",
    "        return ret\n",
    "    \n",
    "df = get_data()\n",
    "print len(get_data())\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "collapsed": false
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   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code</th>\n",
       "      <th>Total Numberof Students</th>\n",
       "      <th>Total NumberTested</th>\n",
       "      <th>Connecticut School Day SATParticipationRate</th>\n",
       "      <th>Total Numberwith Scored Tests</th>\n",
       "      <th>Level 1Not Met Count</th>\n",
       "      <th>Level 1Not Met %</th>\n",
       "      <th>Level 2Approaching Count</th>\n",
       "      <th>Level 2Approaching %</th>\n",
       "      <th>Level 3Met Count</th>\n",
       "      <th>Level 3Met %</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Achievement First Hartford Academy Inc. District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>56.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>488.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>494.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Amistad Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>50.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>33.0</td>\n",
       "      <td>70.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>511.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>50.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>21.3</td>\n",
       "      <td>28.0</td>\n",
       "      <td>59.6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>467.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ansonia School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>134.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>94.8</td>\n",
       "      <td>127.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>29.9</td>\n",
       "      <td>26.0</td>\n",
       "      <td>20.5</td>\n",
       "      <td>52.0</td>\n",
       "      <td>40.9</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>63.0</td>\n",
       "      <td>49.6</td>\n",
       "      <td>478.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 District Code  \\\n",
       "year    District                                         Subject                 \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA        =\"2880013\"   \n",
       "                                                         Math       =\"2880013\"   \n",
       "        Amistad Academy District                         ELA        =\"2790013\"   \n",
       "                                                         Math       =\"2790013\"   \n",
       "        Ansonia School District                          ELA        =\"0020011\"   \n",
       "\n",
       "                                                                  Total Numberof Students  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                         39.0   \n",
       "                                                         Math                        39.0   \n",
       "        Amistad Academy District                         ELA                         50.0   \n",
       "                                                         Math                        50.0   \n",
       "        Ansonia School District                          ELA                        134.0   \n",
       "\n",
       "                                                                  Total NumberTested  \\\n",
       "year    District                                         Subject                       \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                    39.0   \n",
       "                                                         Math                   39.0   \n",
       "        Amistad Academy District                         ELA                    48.0   \n",
       "                                                         Math                   48.0   \n",
       "        Ansonia School District                          ELA                   127.0   \n",
       "\n",
       "                                                                  Connecticut School Day SATParticipationRate  \\\n",
       "year    District                                         Subject                                                \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                            100.0   \n",
       "                                                         Math                                           100.0   \n",
       "        Amistad Academy District                         ELA                                             96.0   \n",
       "                                                         Math                                            96.0   \n",
       "        Ansonia School District                          ELA                                             94.8   \n",
       "\n",
       "                                                                  Total Numberwith Scored Tests  \\\n",
       "year    District                                         Subject                                  \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                               39.0   \n",
       "                                                         Math                              38.0   \n",
       "        Amistad Academy District                         ELA                               47.0   \n",
       "                                                         Math                              47.0   \n",
       "        Ansonia School District                          ELA                              127.0   \n",
       "\n",
       "                                                                  Level 1Not Met Count  \\\n",
       "year    District                                         Subject                         \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                       NaN   \n",
       "                                                         Math                      NaN   \n",
       "        Amistad Academy District                         ELA                       NaN   \n",
       "                                                         Math                     10.0   \n",
       "        Ansonia School District                          ELA                      38.0   \n",
       "\n",
       "                                                                  Level 1Not Met %  \\\n",
       "year    District                                         Subject                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Amistad Academy District                         ELA                   NaN   \n",
       "                                                         Math                 21.3   \n",
       "        Ansonia School District                          ELA                  29.9   \n",
       "\n",
       "                                                                  Level 2Approaching Count  \\\n",
       "year    District                                         Subject                             \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                          10.0   \n",
       "                                                         Math                         20.0   \n",
       "        Amistad Academy District                         ELA                           9.0   \n",
       "                                                         Math                         28.0   \n",
       "        Ansonia School District                          ELA                          26.0   \n",
       "\n",
       "                                                                  Level 2Approaching %  \\\n",
       "year    District                                         Subject                         \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                      25.6   \n",
       "                                                         Math                     52.6   \n",
       "        Amistad Academy District                         ELA                      19.1   \n",
       "                                                         Math                     59.6   \n",
       "        Ansonia School District                          ELA                      20.5   \n",
       "\n",
       "                                                                  Level 3Met Count  \\\n",
       "year    District                                         Subject                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                  22.0   \n",
       "                                                         Math                 13.0   \n",
       "        Amistad Academy District                         ELA                  33.0   \n",
       "                                                         Math                  9.0   \n",
       "        Ansonia School District                          ELA                  52.0   \n",
       "\n",
       "                                                                  Level 3Met %  \\\n",
       "year    District                                         Subject                 \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA              56.4   \n",
       "                                                         Math             34.2   \n",
       "        Amistad Academy District                         ELA              70.2   \n",
       "                                                         Math             19.1   \n",
       "        Ansonia School District                          ELA              40.9   \n",
       "\n",
       "                                                                  Level 4Exceeded Count  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Amistad Academy District                         ELA                        NaN   \n",
       "                                                         Math                       0.0   \n",
       "        Ansonia School District                          ELA                       11.0   \n",
       "\n",
       "                                                                  Level 4Exceeded %  \\\n",
       "year    District                                         Subject                      \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Amistad Academy District                         ELA                    NaN   \n",
       "                                                         Math                   0.0   \n",
       "        Ansonia School District                          ELA                    8.7   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded Count  \\\n",
       "year    District                                         Subject                                   \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Amistad Academy District                         ELA                                 NaN   \n",
       "                                                         Math                                9.0   \n",
       "        Ansonia School District                          ELA                                63.0   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded %  \\\n",
       "year    District                                         Subject                               \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Amistad Academy District                         ELA                             NaN   \n",
       "                                                         Math                           19.1   \n",
       "        Ansonia School District                          ELA                            49.6   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                                         Subject                                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                      488.0   \n",
       "                                                         Math                                     494.0   \n",
       "        Amistad Academy District                         ELA                                      511.0   \n",
       "                                                         Math                                     467.0   \n",
       "        Ansonia School District                          ELA                                      478.0   \n",
       "\n",
       "                                                                  subj  \n",
       "year    District                                         Subject        \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA       NaN  \n",
       "                                                         Math      NaN  \n",
       "        Amistad Academy District                         ELA       NaN  \n",
       "                                                         Math      NaN  \n",
       "        Ansonia School District                          ELA       NaN  "
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_agg_data(year=\"2016-17\"):\n",
    "    \n",
    "    ret = pd.read_csv(\"data/CTSchoolDaySAT\" + year + \".csv\",skiprows=3,header=None)\n",
    "\n",
    "    ret = clean_df(ret)\n",
    "    \n",
    "    ret[\"year\"] = year\n",
    "    \n",
    "    ret[\"subj\"] = ret[\"Subject\"]\n",
    "    \n",
    "    ret = ret.set_index([\"year\",\"District\",\"Subject\"])\n",
    "    \n",
    "    for c in ret.columns[1:]:\n",
    "            ret[c] = pd.to_numeric(ret[c],errors=\"coerce\")\n",
    "\n",
    "    return ret\n",
    "\n",
    "agg_df = get_agg_data()\n",
    "agg_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "294\n",
      "276\n",
      "570\n",
      "OK? True\n"
     ]
    }
   ],
   "source": [
    "high_needs = get_data()[get_data()[\"High Needs (F, R, ELL or SWD)\"] == \"Y\"]\n",
    "not_high_needs = get_data()[get_data()[\"High Needs (F, R, ELL or SWD)\"] == \"N\"]\n",
    "\n",
    "print len(high_needs)\n",
    "print len(not_high_needs)\n",
    "print len(high_needs) + len(not_high_needs)\n",
    "\n",
    "print \"OK?\", len(high_needs) + len(not_high_needs) == len(get_data())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code_hn</th>\n",
       "      <th>High Needs (F, R, ELL or SWD)_hn</th>\n",
       "      <th>Total Numberof Students_hn</th>\n",
       "      <th>Total NumberTested_hn</th>\n",
       "      <th>Connecticut School Day SATParticipationRate_hn</th>\n",
       "      <th>Total Numberwith Scored Tests_hn</th>\n",
       "      <th>Level 1Not Met Count_hn</th>\n",
       "      <th>Level 1Not Met %_hn</th>\n",
       "      <th>Level 2Approaching Count_hn</th>\n",
       "      <th>Level 2Approaching %_hn</th>\n",
       "      <th>...</th>\n",
       "      <th>Level 2Approaching Count</th>\n",
       "      <th>Level 2Approaching %</th>\n",
       "      <th>Level 3Met Count</th>\n",
       "      <th>Level 3Met %</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Achievement First Hartford Academy Inc. District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>56.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>488.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>494.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Amistad Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>96.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>33.0</td>\n",
       "      <td>70.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>511.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>96.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>59.6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>467.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ansonia School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>92.6</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>20.5</td>\n",
       "      <td>52.0</td>\n",
       "      <td>40.9</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>63.0</td>\n",
       "      <td>49.6</td>\n",
       "      <td>478.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 District Code_hn  \\\n",
       "year    District                                         Subject                    \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA           =\"2880013\"   \n",
       "                                                         Math          =\"2880013\"   \n",
       "        Amistad Academy District                         ELA           =\"2790013\"   \n",
       "                                                         Math          =\"2790013\"   \n",
       "        Ansonia School District                          ELA           =\"0020011\"   \n",
       "\n",
       "                                                                 High Needs (F, R, ELL or SWD)_hn  \\\n",
       "year    District                                         Subject                                    \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Amistad Academy District                         ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Ansonia School District                          ELA                                    Y   \n",
       "\n",
       "                                                                  Total Numberof Students_hn  \\\n",
       "year    District                                         Subject                               \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                            39.0   \n",
       "                                                         Math                           39.0   \n",
       "        Amistad Academy District                         ELA                            30.0   \n",
       "                                                         Math                           30.0   \n",
       "        Ansonia School District                          ELA                            94.0   \n",
       "\n",
       "                                                                  Total NumberTested_hn  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                       39.0   \n",
       "                                                         Math                      39.0   \n",
       "        Amistad Academy District                         ELA                       29.0   \n",
       "                                                         Math                      29.0   \n",
       "        Ansonia School District                          ELA                       87.0   \n",
       "\n",
       "                                                                  Connecticut School Day SATParticipationRate_hn  \\\n",
       "year    District                                         Subject                                                   \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                               100.0   \n",
       "                                                         Math                                              100.0   \n",
       "        Amistad Academy District                         ELA                                                96.7   \n",
       "                                                         Math                                               96.7   \n",
       "        Ansonia School District                          ELA                                                92.6   \n",
       "\n",
       "                                                                  Total Numberwith Scored Tests_hn  \\\n",
       "year    District                                         Subject                                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                  39.0   \n",
       "                                                         Math                                 38.0   \n",
       "        Amistad Academy District                         ELA                                  28.0   \n",
       "                                                         Math                                 28.0   \n",
       "        Ansonia School District                          ELA                                  87.0   \n",
       "\n",
       "                                                                  Level 1Not Met Count_hn  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Amistad Academy District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Ansonia School District                          ELA                          NaN   \n",
       "\n",
       "                                                                  Level 1Not Met %_hn  \\\n",
       "year    District                                         Subject                        \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Amistad Academy District                         ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Ansonia School District                          ELA                      NaN   \n",
       "\n",
       "                                                                  Level 2Approaching Count_hn  \\\n",
       "year    District                                         Subject                                \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                             10.0   \n",
       "                                                         Math                            20.0   \n",
       "        Amistad Academy District                         ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Ansonia School District                          ELA                             17.0   \n",
       "\n",
       "                                                                  Level 2Approaching %_hn  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                         25.6   \n",
       "                                                         Math                        52.6   \n",
       "        Amistad Academy District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Ansonia School District                          ELA                         19.5   \n",
       "\n",
       "                                                                 ...   \\\n",
       "year    District                                         Subject ...    \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA     ...    \n",
       "                                                         Math    ...    \n",
       "        Amistad Academy District                         ELA     ...    \n",
       "                                                         Math    ...    \n",
       "        Ansonia School District                          ELA     ...    \n",
       "\n",
       "                                                                  Level 2Approaching Count  \\\n",
       "year    District                                         Subject                             \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                          10.0   \n",
       "                                                         Math                         20.0   \n",
       "        Amistad Academy District                         ELA                           9.0   \n",
       "                                                         Math                         28.0   \n",
       "        Ansonia School District                          ELA                          26.0   \n",
       "\n",
       "                                                                  Level 2Approaching %  \\\n",
       "year    District                                         Subject                         \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                      25.6   \n",
       "                                                         Math                     52.6   \n",
       "        Amistad Academy District                         ELA                      19.1   \n",
       "                                                         Math                     59.6   \n",
       "        Ansonia School District                          ELA                      20.5   \n",
       "\n",
       "                                                                  Level 3Met Count  \\\n",
       "year    District                                         Subject                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                  22.0   \n",
       "                                                         Math                 13.0   \n",
       "        Amistad Academy District                         ELA                  33.0   \n",
       "                                                         Math                  9.0   \n",
       "        Ansonia School District                          ELA                  52.0   \n",
       "\n",
       "                                                                  Level 3Met %  \\\n",
       "year    District                                         Subject                 \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA              56.4   \n",
       "                                                         Math             34.2   \n",
       "        Amistad Academy District                         ELA              70.2   \n",
       "                                                         Math             19.1   \n",
       "        Ansonia School District                          ELA              40.9   \n",
       "\n",
       "                                                                  Level 4Exceeded Count  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Amistad Academy District                         ELA                        NaN   \n",
       "                                                         Math                       0.0   \n",
       "        Ansonia School District                          ELA                       11.0   \n",
       "\n",
       "                                                                  Level 4Exceeded %  \\\n",
       "year    District                                         Subject                      \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Amistad Academy District                         ELA                    NaN   \n",
       "                                                         Math                   0.0   \n",
       "        Ansonia School District                          ELA                    8.7   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded Count  \\\n",
       "year    District                                         Subject                                   \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Amistad Academy District                         ELA                                 NaN   \n",
       "                                                         Math                                9.0   \n",
       "        Ansonia School District                          ELA                                63.0   \n",
       "\n",
       "                                                                 Level 3&4Met or Exceeded %  \\\n",
       "year    District                                         Subject                              \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                            NaN   \n",
       "                                                         Math                           NaN   \n",
       "        Amistad Academy District                         ELA                            NaN   \n",
       "                                                         Math                          19.1   \n",
       "        Ansonia School District                          ELA                           49.6   \n",
       "\n",
       "                                                                 Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                                         Subject                                         \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                     488.0   \n",
       "                                                         Math                                    494.0   \n",
       "        Amistad Academy District                         ELA                                     511.0   \n",
       "                                                         Math                                    467.0   \n",
       "        Ansonia School District                          ELA                                     478.0   \n",
       "\n",
       "                                                                 subj  \n",
       "year    District                                         Subject       \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA      NaN  \n",
       "                                                         Math     NaN  \n",
       "        Amistad Academy District                         ELA      NaN  \n",
       "                                                         Math     NaN  \n",
       "        Ansonia School District                          ELA      NaN  \n",
       "\n",
       "[5 rows x 53 columns]"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df = high_needs.join(not_high_needs, how=\"outer\",lsuffix=\"_hn\",rsuffix=\"_not_hn\")\\\n",
    ".join(agg_df,how=\"outer\",rsuffix=\"_all\")\n",
    "both_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "District Code_hn\n",
      "High Needs (F, R, ELL or SWD)_hn\n",
      "Total Numberof Students_hn\n",
      "Total NumberTested_hn\n",
      "Connecticut School Day SATParticipationRate_hn\n",
      "Total Numberwith Scored Tests_hn\n",
      "Level 1Not Met Count_hn\n",
      "Level 1Not Met %_hn\n",
      "Level 2Approaching Count_hn\n",
      "Level 2Approaching %_hn\n",
      "Level 3Met Count_hn\n",
      "Level 3Met %_hn\n",
      "Level 4Exceeded Count_hn\n",
      "Level 4Exceeded %_hn\n",
      "Level 3&4Met or Exceeded Count_hn\n",
      "Level 3&4Met or Exceeded %_hn\n",
      "Level 3&4Met or Exceeded AverageScore_hn\n",
      "subj_hn\n",
      "District Code_not_hn\n",
      "High Needs (F, R, ELL or SWD)_not_hn\n",
      "Total Numberof Students_not_hn\n",
      "Total NumberTested_not_hn\n",
      "Connecticut School Day SATParticipationRate_not_hn\n",
      "Total Numberwith Scored Tests_not_hn\n",
      "Level 1Not Met Count_not_hn\n",
      "Level 1Not Met %_not_hn\n",
      "Level 2Approaching Count_not_hn\n",
      "Level 2Approaching %_not_hn\n",
      "Level 3Met Count_not_hn\n",
      "Level 3Met %_not_hn\n",
      "Level 4Exceeded Count_not_hn\n",
      "Level 4Exceeded %_not_hn\n",
      "Level 3&4Met or Exceeded Count_not_hn\n",
      "Level 3&4Met or Exceeded %_not_hn\n",
      "Level 3&4Met or Exceeded AverageScore_not_hn\n",
      "subj_not_hn\n",
      "District Code\n",
      "Total Numberof Students\n",
      "Total NumberTested\n",
      "Connecticut School Day SATParticipationRate\n",
      "Total Numberwith Scored Tests\n",
      "Level 1Not Met Count\n",
      "Level 1Not Met %\n",
      "Level 2Approaching Count\n",
      "Level 2Approaching %\n",
      "Level 3Met Count\n",
      "Level 3Met %\n",
      "Level 4Exceeded Count\n",
      "Level 4Exceeded %\n",
      "Level 3&4Met or Exceeded Count\n",
      "Level 3&4Met or Exceeded %\n",
      "Level 3&4Met or Exceeded AverageScore\n",
      "subj\n"
     ]
    }
   ],
   "source": [
    "for c in both_df.columns:\n",
    "    print c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     290\n",
       "False      6\n",
       "dtype: int64"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(both_df[\"Total Numberwith Scored Tests\"].fillna(0) ==\\\n",
    "both_df[\"Total Numberwith Scored Tests_hn\"].fillna(0) + both_df[\"Total Numberwith Scored Tests_not_hn\"].fillna(0))\\\n",
    ".value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True     290\n",
      "False      6\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print (both_df[\"Total Numberof Students\"].fillna(0) ==\\\n",
    "both_df[\"Total Numberof Students_hn\"].fillna(0) + both_df[\"Total Numberof Students_not_hn\"].fillna(0))\\\n",
    ".value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Total Numberof Students_hn</th>\n",
       "      <th>Total Numberof Students_not_hn</th>\n",
       "      <th>Total Numberof Students</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Norwich School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Path Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">The Bridge Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             Total Numberof Students_hn  \\\n",
       "year    District                    Subject                               \n",
       "2016-17 Norwich School District     ELA                             NaN   \n",
       "                                    Math                            NaN   \n",
       "        Path Academy District       ELA                             NaN   \n",
       "                                    Math                            NaN   \n",
       "        The Bridge Academy District ELA                             NaN   \n",
       "                                    Math                            NaN   \n",
       "\n",
       "                                             Total Numberof Students_not_hn  \\\n",
       "year    District                    Subject                                   \n",
       "2016-17 Norwich School District     ELA                                 NaN   \n",
       "                                    Math                                NaN   \n",
       "        Path Academy District       ELA                                 NaN   \n",
       "                                    Math                                NaN   \n",
       "        The Bridge Academy District ELA                                 NaN   \n",
       "                                    Math                                NaN   \n",
       "\n",
       "                                             Total Numberof Students  \n",
       "year    District                    Subject                           \n",
       "2016-17 Norwich School District     ELA                         10.0  \n",
       "                                    Math                        10.0  \n",
       "        Path Academy District       ELA                         46.0  \n",
       "                                    Math                        46.0  \n",
       "        The Bridge Academy District ELA                         38.0  \n",
       "                                    Math                        38.0  "
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The only ones that don't add up have nulls... so we're good\n",
    "\n",
    "both_df[both_df[\"Total Numberof Students\"].fillna(0) !=\\\n",
    "both_df[\"Total Numberof Students_hn\"].fillna(0) + both_df[\"Total Numberof Students_not_hn\"].fillna(0)]\\\n",
    "[[\"Total Numberof Students_hn\",\"Total Numberof Students_not_hn\",\"Total Numberof Students\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code_hn</th>\n",
       "      <th>High Needs (F, R, ELL or SWD)_hn</th>\n",
       "      <th>Total Numberof Students_hn</th>\n",
       "      <th>Total NumberTested_hn</th>\n",
       "      <th>Connecticut School Day SATParticipationRate_hn</th>\n",
       "      <th>Total Numberwith Scored Tests_hn</th>\n",
       "      <th>Level 1Not Met Count_hn</th>\n",
       "      <th>Level 1Not Met %_hn</th>\n",
       "      <th>Level 2Approaching Count_hn</th>\n",
       "      <th>Level 2Approaching %_hn</th>\n",
       "      <th>...</th>\n",
       "      <th>Level 3Met Count</th>\n",
       "      <th>Level 3Met %</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "      <th>total_tests</th>\n",
       "      <th>pct_hn</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"61\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Achievement First Hartford Academy Inc. District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>56.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>488.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>494.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Amistad Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>96.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>70.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>511.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>96.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>467.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ansonia School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>92.6</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>...</td>\n",
       "      <td>52.0</td>\n",
       "      <td>40.9</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>63.0</td>\n",
       "      <td>49.6</td>\n",
       "      <td>478.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>0.701493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>92.6</td>\n",
       "      <td>86.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>37.2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>444.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>0.701493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Area Cooperative Educational Services</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Avon School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0040011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>42.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>95.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>42.6</td>\n",
       "      <td>129.0</td>\n",
       "      <td>45.7</td>\n",
       "      <td>249.0</td>\n",
       "      <td>88.3</td>\n",
       "      <td>603.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285.0</td>\n",
       "      <td>0.147368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0040011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>42.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>95.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>119.0</td>\n",
       "      <td>42.2</td>\n",
       "      <td>223.0</td>\n",
       "      <td>79.1</td>\n",
       "      <td>611.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285.0</td>\n",
       "      <td>0.147368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Berlin School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0070011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>50.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>38.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>...</td>\n",
       "      <td>121.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.1</td>\n",
       "      <td>158.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>534.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>218.0</td>\n",
       "      <td>0.229358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0070011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>50.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>34.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>53.1</td>\n",
       "      <td>...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>26.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>45.4</td>\n",
       "      <td>523.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>218.0</td>\n",
       "      <td>0.229358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bethel School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0090011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>49.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>91.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>...</td>\n",
       "      <td>108.0</td>\n",
       "      <td>55.7</td>\n",
       "      <td>43.0</td>\n",
       "      <td>22.2</td>\n",
       "      <td>151.0</td>\n",
       "      <td>77.8</td>\n",
       "      <td>547.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>199.0</td>\n",
       "      <td>0.246231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0090011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>49.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>91.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>24.4</td>\n",
       "      <td>22.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>...</td>\n",
       "      <td>70.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>11.9</td>\n",
       "      <td>93.0</td>\n",
       "      <td>47.9</td>\n",
       "      <td>526.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>199.0</td>\n",
       "      <td>0.246231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bloomfield School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0110011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>80.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.1</td>\n",
       "      <td>...</td>\n",
       "      <td>64.0</td>\n",
       "      <td>41.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>71.0</td>\n",
       "      <td>46.1</td>\n",
       "      <td>475.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>160.0</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0110011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>80.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>78.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>39.7</td>\n",
       "      <td>39.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.9</td>\n",
       "      <td>450.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>160.0</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bolton School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0120011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.0</td>\n",
       "      <td>53.2</td>\n",
       "      <td>22.0</td>\n",
       "      <td>27.8</td>\n",
       "      <td>64.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>562.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0.189873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0120011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.4</td>\n",
       "      <td>39.0</td>\n",
       "      <td>49.4</td>\n",
       "      <td>521.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0.189873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Branford School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0140011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>75.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>...</td>\n",
       "      <td>121.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>30.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>70.2</td>\n",
       "      <td>524.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>219.0</td>\n",
       "      <td>0.342466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0140011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>75.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>43.1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>34.7</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>9.8</td>\n",
       "      <td>92.0</td>\n",
       "      <td>42.8</td>\n",
       "      <td>508.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>219.0</td>\n",
       "      <td>0.342466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bridgeport Achievement First District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2850013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>52.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>508.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2850013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>471.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bridgeport School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0150011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>756.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>88.6</td>\n",
       "      <td>670.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>56.7</td>\n",
       "      <td>148.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>398.0</td>\n",
       "      <td>34.8</td>\n",
       "      <td>449.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>0.606255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0150011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>756.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>88.6</td>\n",
       "      <td>664.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>208.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>...</td>\n",
       "      <td>144.0</td>\n",
       "      <td>12.7</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>181.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>431.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>0.606255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bristol School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0170011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>242.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>97.1</td>\n",
       "      <td>235.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>38.7</td>\n",
       "      <td>55.0</td>\n",
       "      <td>23.4</td>\n",
       "      <td>...</td>\n",
       "      <td>278.0</td>\n",
       "      <td>50.4</td>\n",
       "      <td>65.0</td>\n",
       "      <td>11.8</td>\n",
       "      <td>343.0</td>\n",
       "      <td>62.1</td>\n",
       "      <td>508.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>564.0</td>\n",
       "      <td>0.429078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0170011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>242.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>97.1</td>\n",
       "      <td>234.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>42.3</td>\n",
       "      <td>...</td>\n",
       "      <td>143.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>171.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>564.0</td>\n",
       "      <td>0.429078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Brookfield School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0180011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>89.7</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>28.6</td>\n",
       "      <td>...</td>\n",
       "      <td>131.0</td>\n",
       "      <td>63.3</td>\n",
       "      <td>49.0</td>\n",
       "      <td>23.7</td>\n",
       "      <td>180.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.182243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0180011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>89.7</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>42.9</td>\n",
       "      <td>...</td>\n",
       "      <td>92.0</td>\n",
       "      <td>44.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>124.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>554.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.182243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Brooklyn School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0190011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0190011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brooklyn School District</th>\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 rowspan=\"2\" valign=\"top\">Waterford School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1520011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>95.7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>...</td>\n",
       "      <td>112.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>543.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>202.0</td>\n",
       "      <td>0.227723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1520011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>95.7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>38.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>45.5</td>\n",
       "      <td>...</td>\n",
       "      <td>68.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>510.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>202.0</td>\n",
       "      <td>0.227723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Watertown School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1530011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>90.9</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>110.0</td>\n",
       "      <td>55.3</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.1</td>\n",
       "      <td>136.0</td>\n",
       "      <td>68.3</td>\n",
       "      <td>524.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206.0</td>\n",
       "      <td>0.266990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1530011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>90.9</td>\n",
       "      <td>49.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>53.1</td>\n",
       "      <td>...</td>\n",
       "      <td>61.0</td>\n",
       "      <td>30.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>495.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206.0</td>\n",
       "      <td>0.266990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">West Hartford School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1550011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>218.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>94.5</td>\n",
       "      <td>206.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>48.0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>...</td>\n",
       "      <td>346.0</td>\n",
       "      <td>47.9</td>\n",
       "      <td>242.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>588.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>573.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>736.0</td>\n",
       "      <td>0.296196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1550011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>218.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>94.5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>82.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>...</td>\n",
       "      <td>270.0</td>\n",
       "      <td>37.4</td>\n",
       "      <td>169.0</td>\n",
       "      <td>23.4</td>\n",
       "      <td>439.0</td>\n",
       "      <td>60.8</td>\n",
       "      <td>557.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>736.0</td>\n",
       "      <td>0.296196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">West Haven School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1560011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>224.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>138.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>154.0</td>\n",
       "      <td>47.4</td>\n",
       "      <td>477.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.0</td>\n",
       "      <td>0.647399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1560011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>224.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>202.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>44.1</td>\n",
       "      <td>99.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.0</td>\n",
       "      <td>15.8</td>\n",
       "      <td>448.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.0</td>\n",
       "      <td>0.647399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Westbrook School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1540011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>57.0</td>\n",
       "      <td>64.8</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>69.0</td>\n",
       "      <td>78.4</td>\n",
       "      <td>544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.204545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1540011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>34.0</td>\n",
       "      <td>38.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.5</td>\n",
       "      <td>514.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.204545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Weston School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>626.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.078431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>79.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>164.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>613.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.078431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Westport School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1580011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>67.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>18.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.8</td>\n",
       "      <td>...</td>\n",
       "      <td>189.0</td>\n",
       "      <td>41.2</td>\n",
       "      <td>235.0</td>\n",
       "      <td>51.2</td>\n",
       "      <td>424.0</td>\n",
       "      <td>92.4</td>\n",
       "      <td>616.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>464.0</td>\n",
       "      <td>0.144397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1580011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>67.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>18.5</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.6</td>\n",
       "      <td>...</td>\n",
       "      <td>166.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>192.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>78.3</td>\n",
       "      <td>609.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>464.0</td>\n",
       "      <td>0.144397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Wethersfield School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1590011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>78.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>96.2</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>26.7</td>\n",
       "      <td>...</td>\n",
       "      <td>158.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>72.4</td>\n",
       "      <td>540.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309.0</td>\n",
       "      <td>0.252427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1590011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>78.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>96.2</td>\n",
       "      <td>75.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>37.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>45.3</td>\n",
       "      <td>...</td>\n",
       "      <td>95.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>133.0</td>\n",
       "      <td>43.8</td>\n",
       "      <td>520.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309.0</td>\n",
       "      <td>0.252427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Wilton School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1610011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>56.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>92.9</td>\n",
       "      <td>52.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>140.0</td>\n",
       "      <td>43.3</td>\n",
       "      <td>168.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>95.4</td>\n",
       "      <td>620.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331.0</td>\n",
       "      <td>0.169184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1610011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>56.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>92.9</td>\n",
       "      <td>52.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>...</td>\n",
       "      <td>127.0</td>\n",
       "      <td>39.4</td>\n",
       "      <td>122.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>249.0</td>\n",
       "      <td>77.3</td>\n",
       "      <td>607.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331.0</td>\n",
       "      <td>0.169184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Winchester School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1620011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1620011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Windham School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1630011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>107.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>96.3</td>\n",
       "      <td>103.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>40.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>47.0</td>\n",
       "      <td>38.2</td>\n",
       "      <td>453.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>0.842520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1630011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>107.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>96.3</td>\n",
       "      <td>103.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>47.6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.4</td>\n",
       "      <td>433.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>0.842520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Windsor Locks School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1650011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>43.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>95.3</td>\n",
       "      <td>41.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>29.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>50.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>60.0</td>\n",
       "      <td>56.6</td>\n",
       "      <td>491.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.398148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1650011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>43.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>95.3</td>\n",
       "      <td>40.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>484.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.398148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Windsor School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1640011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>130.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>90.8</td>\n",
       "      <td>118.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>36.0</td>\n",
       "      <td>30.5</td>\n",
       "      <td>...</td>\n",
       "      <td>144.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>511.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302.0</td>\n",
       "      <td>0.430464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1640011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>130.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>90.8</td>\n",
       "      <td>117.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>54.0</td>\n",
       "      <td>46.2</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>29.3</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>101.0</td>\n",
       "      <td>35.2</td>\n",
       "      <td>493.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302.0</td>\n",
       "      <td>0.430464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Wolcott School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1660011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>47.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>95.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>107.0</td>\n",
       "      <td>59.8</td>\n",
       "      <td>31.0</td>\n",
       "      <td>17.3</td>\n",
       "      <td>138.0</td>\n",
       "      <td>77.1</td>\n",
       "      <td>545.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.259669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1660011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>47.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>95.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>26.7</td>\n",
       "      <td>25.0</td>\n",
       "      <td>55.6</td>\n",
       "      <td>...</td>\n",
       "      <td>73.0</td>\n",
       "      <td>40.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>87.0</td>\n",
       "      <td>48.6</td>\n",
       "      <td>521.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.259669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Woodstock Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>52.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>136.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>197.0</td>\n",
       "      <td>81.1</td>\n",
       "      <td>555.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.0</td>\n",
       "      <td>0.085366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>57.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>132.0</td>\n",
       "      <td>54.3</td>\n",
       "      <td>535.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.0</td>\n",
       "      <td>0.085366</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>296 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 District Code_hn  \\\n",
       "year    District                                         Subject                    \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA           =\"2880013\"   \n",
       "                                                         Math          =\"2880013\"   \n",
       "        Amistad Academy District                         ELA           =\"2790013\"   \n",
       "                                                         Math          =\"2790013\"   \n",
       "        Ansonia School District                          ELA           =\"0020011\"   \n",
       "                                                         Math          =\"0020011\"   \n",
       "        Area Cooperative Educational Services            ELA           =\"2440014\"   \n",
       "                                                         Math          =\"2440014\"   \n",
       "        Avon School District                             ELA           =\"0040011\"   \n",
       "                                                         Math          =\"0040011\"   \n",
       "        Berlin School District                           ELA           =\"0070011\"   \n",
       "                                                         Math          =\"0070011\"   \n",
       "        Bethel School District                           ELA           =\"0090011\"   \n",
       "                                                         Math          =\"0090011\"   \n",
       "        Bloomfield School District                       ELA           =\"0110011\"   \n",
       "                                                         Math          =\"0110011\"   \n",
       "        Bolton School District                           ELA           =\"0120011\"   \n",
       "                                                         Math          =\"0120011\"   \n",
       "        Branford School District                         ELA           =\"0140011\"   \n",
       "                                                         Math          =\"0140011\"   \n",
       "        Bridgeport Achievement First District            ELA           =\"2850013\"   \n",
       "                                                         Math          =\"2850013\"   \n",
       "        Bridgeport School District                       ELA           =\"0150011\"   \n",
       "                                                         Math          =\"0150011\"   \n",
       "        Bristol School District                          ELA           =\"0170011\"   \n",
       "                                                         Math          =\"0170011\"   \n",
       "        Brookfield School District                       ELA           =\"0180011\"   \n",
       "                                                         Math          =\"0180011\"   \n",
       "        Brooklyn School District                         ELA           =\"0190011\"   \n",
       "                                                         Math          =\"0190011\"   \n",
       "...                                                                           ...   \n",
       "        Waterford School District                        ELA           =\"1520011\"   \n",
       "                                                         Math          =\"1520011\"   \n",
       "        Watertown School District                        ELA           =\"1530011\"   \n",
       "                                                         Math          =\"1530011\"   \n",
       "        West Hartford School District                    ELA           =\"1550011\"   \n",
       "                                                         Math          =\"1550011\"   \n",
       "        West Haven School District                       ELA           =\"1560011\"   \n",
       "                                                         Math          =\"1560011\"   \n",
       "        Westbrook School District                        ELA           =\"1540011\"   \n",
       "                                                         Math          =\"1540011\"   \n",
       "        Weston School District                           ELA           =\"1570011\"   \n",
       "                                                         Math          =\"1570011\"   \n",
       "        Westport School District                         ELA           =\"1580011\"   \n",
       "                                                         Math          =\"1580011\"   \n",
       "        Wethersfield School District                     ELA           =\"1590011\"   \n",
       "                                                         Math          =\"1590011\"   \n",
       "        Wilton School District                           ELA           =\"1610011\"   \n",
       "                                                         Math          =\"1610011\"   \n",
       "        Winchester School District                       ELA           =\"1620011\"   \n",
       "                                                         Math          =\"1620011\"   \n",
       "        Windham School District                          ELA           =\"1630011\"   \n",
       "                                                         Math          =\"1630011\"   \n",
       "        Windsor Locks School District                    ELA           =\"1650011\"   \n",
       "                                                         Math          =\"1650011\"   \n",
       "        Windsor School District                          ELA           =\"1640011\"   \n",
       "                                                         Math          =\"1640011\"   \n",
       "        Wolcott School District                          ELA           =\"1660011\"   \n",
       "                                                         Math          =\"1660011\"   \n",
       "        Woodstock Academy District                       ELA           =\"9030022\"   \n",
       "                                                         Math          =\"9030022\"   \n",
       "\n",
       "                                                                 High Needs (F, R, ELL or SWD)_hn  \\\n",
       "year    District                                         Subject                                    \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Amistad Academy District                         ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Ansonia School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Area Cooperative Educational Services            ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Avon School District                             ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Berlin School District                           ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Bethel School District                           ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Bloomfield School District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Bolton School District                           ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Branford School District                         ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Bridgeport Achievement First District            ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Bridgeport School District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Bristol School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Brookfield School District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Brooklyn School District                         ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "...                                                                                           ...   \n",
       "        Waterford School District                        ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Watertown School District                        ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        West Hartford School District                    ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        West Haven School District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Westbrook School District                        ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Weston School District                           ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Westport School District                         ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Wethersfield School District                     ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Wilton School District                           ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Winchester School District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Windham School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Windsor Locks School District                    ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Windsor School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Wolcott School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Woodstock Academy District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "\n",
       "                                                                  Total Numberof Students_hn  \\\n",
       "year    District                                         Subject                               \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                            39.0   \n",
       "                                                         Math                           39.0   \n",
       "        Amistad Academy District                         ELA                            30.0   \n",
       "                                                         Math                           30.0   \n",
       "        Ansonia School District                          ELA                            94.0   \n",
       "                                                         Math                           94.0   \n",
       "        Area Cooperative Educational Services            ELA                            18.0   \n",
       "                                                         Math                           18.0   \n",
       "        Avon School District                             ELA                            42.0   \n",
       "                                                         Math                           42.0   \n",
       "        Berlin School District                           ELA                            50.0   \n",
       "                                                         Math                           50.0   \n",
       "        Bethel School District                           ELA                            49.0   \n",
       "                                                         Math                           49.0   \n",
       "        Bloomfield School District                       ELA                            80.0   \n",
       "                                                         Math                           80.0   \n",
       "        Bolton School District                           ELA                            15.0   \n",
       "                                                         Math                           15.0   \n",
       "        Branford School District                         ELA                            75.0   \n",
       "                                                         Math                           75.0   \n",
       "        Bridgeport Achievement First District            ELA                            18.0   \n",
       "                                                         Math                           18.0   \n",
       "        Bridgeport School District                       ELA                           756.0   \n",
       "                                                         Math                          756.0   \n",
       "        Bristol School District                          ELA                           242.0   \n",
       "                                                         Math                          242.0   \n",
       "        Brookfield School District                       ELA                            39.0   \n",
       "                                                         Math                           39.0   \n",
       "        Brooklyn School District                         ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "...                                                                                      ...   \n",
       "        Waterford School District                        ELA                            46.0   \n",
       "                                                         Math                           46.0   \n",
       "        Watertown School District                        ELA                            55.0   \n",
       "                                                         Math                           55.0   \n",
       "        West Hartford School District                    ELA                           218.0   \n",
       "                                                         Math                          218.0   \n",
       "        West Haven School District                       ELA                           224.0   \n",
       "                                                         Math                          224.0   \n",
       "        Westbrook School District                        ELA                            18.0   \n",
       "                                                         Math                           18.0   \n",
       "        Weston School District                           ELA                            16.0   \n",
       "                                                         Math                           16.0   \n",
       "        Westport School District                         ELA                            67.0   \n",
       "                                                         Math                           67.0   \n",
       "        Wethersfield School District                     ELA                            78.0   \n",
       "                                                         Math                           78.0   \n",
       "        Wilton School District                           ELA                            56.0   \n",
       "                                                         Math                           56.0   \n",
       "        Winchester School District                       ELA                             7.0   \n",
       "                                                         Math                            7.0   \n",
       "        Windham School District                          ELA                           107.0   \n",
       "                                                         Math                          107.0   \n",
       "        Windsor Locks School District                    ELA                            43.0   \n",
       "                                                         Math                           43.0   \n",
       "        Windsor School District                          ELA                           130.0   \n",
       "                                                         Math                          130.0   \n",
       "        Wolcott School District                          ELA                            47.0   \n",
       "                                                         Math                           47.0   \n",
       "        Woodstock Academy District                       ELA                            21.0   \n",
       "                                                         Math                           21.0   \n",
       "\n",
       "                                                                  Total NumberTested_hn  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                       39.0   \n",
       "                                                         Math                      39.0   \n",
       "        Amistad Academy District                         ELA                       29.0   \n",
       "                                                         Math                      29.0   \n",
       "        Ansonia School District                          ELA                       87.0   \n",
       "                                                         Math                      87.0   \n",
       "        Area Cooperative Educational Services            ELA                       15.0   \n",
       "                                                         Math                      15.0   \n",
       "        Avon School District                             ELA                       40.0   \n",
       "                                                         Math                      40.0   \n",
       "        Berlin School District                           ELA                       49.0   \n",
       "                                                         Math                      49.0   \n",
       "        Bethel School District                           ELA                       45.0   \n",
       "                                                         Math                      45.0   \n",
       "        Bloomfield School District                       ELA                       78.0   \n",
       "                                                         Math                      78.0   \n",
       "        Bolton School District                           ELA                       15.0   \n",
       "                                                         Math                      15.0   \n",
       "        Branford School District                         ELA                       72.0   \n",
       "                                                         Math                      72.0   \n",
       "        Bridgeport Achievement First District            ELA                       17.0   \n",
       "                                                         Math                      17.0   \n",
       "        Bridgeport School District                       ELA                      670.0   \n",
       "                                                         Math                     670.0   \n",
       "        Bristol School District                          ELA                      235.0   \n",
       "                                                         Math                     235.0   \n",
       "        Brookfield School District                       ELA                       35.0   \n",
       "                                                         Math                      35.0   \n",
       "        Brooklyn School District                         ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "...                                                                                 ...   \n",
       "        Waterford School District                        ELA                       44.0   \n",
       "                                                         Math                      44.0   \n",
       "        Watertown School District                        ELA                       50.0   \n",
       "                                                         Math                      50.0   \n",
       "        West Hartford School District                    ELA                      206.0   \n",
       "                                                         Math                     206.0   \n",
       "        West Haven School District                       ELA                      205.0   \n",
       "                                                         Math                     205.0   \n",
       "        Westbrook School District                        ELA                       18.0   \n",
       "                                                         Math                      18.0   \n",
       "        Weston School District                           ELA                       15.0   \n",
       "                                                         Math                      15.0   \n",
       "        Westport School District                         ELA                       65.0   \n",
       "                                                         Math                      65.0   \n",
       "        Wethersfield School District                     ELA                       75.0   \n",
       "                                                         Math                      75.0   \n",
       "        Wilton School District                           ELA                       52.0   \n",
       "                                                         Math                      52.0   \n",
       "        Winchester School District                       ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Windham School District                          ELA                      103.0   \n",
       "                                                         Math                     103.0   \n",
       "        Windsor Locks School District                    ELA                       41.0   \n",
       "                                                         Math                      41.0   \n",
       "        Windsor School District                          ELA                      118.0   \n",
       "                                                         Math                     118.0   \n",
       "        Wolcott School District                          ELA                       45.0   \n",
       "                                                         Math                      45.0   \n",
       "        Woodstock Academy District                       ELA                       21.0   \n",
       "                                                         Math                      21.0   \n",
       "\n",
       "                                                                  Connecticut School Day SATParticipationRate_hn  \\\n",
       "year    District                                         Subject                                                   \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                               100.0   \n",
       "                                                         Math                                              100.0   \n",
       "        Amistad Academy District                         ELA                                                96.7   \n",
       "                                                         Math                                               96.7   \n",
       "        Ansonia School District                          ELA                                                92.6   \n",
       "                                                         Math                                               92.6   \n",
       "        Area Cooperative Educational Services            ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Avon School District                             ELA                                                95.2   \n",
       "                                                         Math                                               95.2   \n",
       "        Berlin School District                           ELA                                                98.0   \n",
       "                                                         Math                                               98.0   \n",
       "        Bethel School District                           ELA                                                91.8   \n",
       "                                                         Math                                               91.8   \n",
       "        Bloomfield School District                       ELA                                                97.5   \n",
       "                                                         Math                                               97.5   \n",
       "        Bolton School District                           ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Branford School District                         ELA                                                96.0   \n",
       "                                                         Math                                               96.0   \n",
       "        Bridgeport Achievement First District            ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Bridgeport School District                       ELA                                                88.6   \n",
       "                                                         Math                                               88.6   \n",
       "        Bristol School District                          ELA                                                97.1   \n",
       "                                                         Math                                               97.1   \n",
       "        Brookfield School District                       ELA                                                89.7   \n",
       "                                                         Math                                               89.7   \n",
       "        Brooklyn School District                         ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "...                                                                                                          ...   \n",
       "        Waterford School District                        ELA                                                95.7   \n",
       "                                                         Math                                               95.7   \n",
       "        Watertown School District                        ELA                                                90.9   \n",
       "                                                         Math                                               90.9   \n",
       "        West Hartford School District                    ELA                                                94.5   \n",
       "                                                         Math                                               94.5   \n",
       "        West Haven School District                       ELA                                                91.5   \n",
       "                                                         Math                                               91.5   \n",
       "        Westbrook School District                        ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Weston School District                           ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Westport School District                         ELA                                                97.0   \n",
       "                                                         Math                                               97.0   \n",
       "        Wethersfield School District                     ELA                                                96.2   \n",
       "                                                         Math                                               96.2   \n",
       "        Wilton School District                           ELA                                                92.9   \n",
       "                                                         Math                                               92.9   \n",
       "        Winchester School District                       ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Windham School District                          ELA                                                96.3   \n",
       "                                                         Math                                               96.3   \n",
       "        Windsor Locks School District                    ELA                                                95.3   \n",
       "                                                         Math                                               95.3   \n",
       "        Windsor School District                          ELA                                                90.8   \n",
       "                                                         Math                                               90.8   \n",
       "        Wolcott School District                          ELA                                                95.7   \n",
       "                                                         Math                                               95.7   \n",
       "        Woodstock Academy District                       ELA                                               100.0   \n",
       "                                                         Math                                              100.0   \n",
       "\n",
       "                                                                  Total Numberwith Scored Tests_hn  \\\n",
       "year    District                                         Subject                                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                  39.0   \n",
       "                                                         Math                                 38.0   \n",
       "        Amistad Academy District                         ELA                                  28.0   \n",
       "                                                         Math                                 28.0   \n",
       "        Ansonia School District                          ELA                                  87.0   \n",
       "                                                         Math                                 86.0   \n",
       "        Area Cooperative Educational Services            ELA                                  15.0   \n",
       "                                                         Math                                 13.0   \n",
       "        Avon School District                             ELA                                  40.0   \n",
       "                                                         Math                                 40.0   \n",
       "        Berlin School District                           ELA                                  49.0   \n",
       "                                                         Math                                 49.0   \n",
       "        Bethel School District                           ELA                                  45.0   \n",
       "                                                         Math                                 45.0   \n",
       "        Bloomfield School District                       ELA                                  78.0   \n",
       "                                                         Math                                 78.0   \n",
       "        Bolton School District                           ELA                                  15.0   \n",
       "                                                         Math                                 15.0   \n",
       "        Branford School District                         ELA                                  72.0   \n",
       "                                                         Math                                 72.0   \n",
       "        Bridgeport Achievement First District            ELA                                  17.0   \n",
       "                                                         Math                                 17.0   \n",
       "        Bridgeport School District                       ELA                                 670.0   \n",
       "                                                         Math                                664.0   \n",
       "        Bristol School District                          ELA                                 235.0   \n",
       "                                                         Math                                234.0   \n",
       "        Brookfield School District                       ELA                                  35.0   \n",
       "                                                         Math                                 35.0   \n",
       "        Brooklyn School District                         ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "...                                                                                            ...   \n",
       "        Waterford School District                        ELA                                  44.0   \n",
       "                                                         Math                                 44.0   \n",
       "        Watertown School District                        ELA                                  50.0   \n",
       "                                                         Math                                 49.0   \n",
       "        West Hartford School District                    ELA                                 206.0   \n",
       "                                                         Math                                205.0   \n",
       "        West Haven School District                       ELA                                 205.0   \n",
       "                                                         Math                                202.0   \n",
       "        Westbrook School District                        ELA                                  18.0   \n",
       "                                                         Math                                 18.0   \n",
       "        Weston School District                           ELA                                  15.0   \n",
       "                                                         Math                                 15.0   \n",
       "        Westport School District                         ELA                                  65.0   \n",
       "                                                         Math                                 65.0   \n",
       "        Wethersfield School District                     ELA                                  75.0   \n",
       "                                                         Math                                 75.0   \n",
       "        Wilton School District                           ELA                                  52.0   \n",
       "                                                         Math                                 52.0   \n",
       "        Winchester School District                       ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Windham School District                          ELA                                 103.0   \n",
       "                                                         Math                                103.0   \n",
       "        Windsor Locks School District                    ELA                                  41.0   \n",
       "                                                         Math                                 40.0   \n",
       "        Windsor School District                          ELA                                 118.0   \n",
       "                                                         Math                                117.0   \n",
       "        Wolcott School District                          ELA                                  45.0   \n",
       "                                                         Math                                 45.0   \n",
       "        Woodstock Academy District                       ELA                                  21.0   \n",
       "                                                         Math                                 21.0   \n",
       "\n",
       "                                                                  Level 1Not Met Count_hn  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Amistad Academy District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Ansonia School District                          ELA                          NaN   \n",
       "                                                         Math                        47.0   \n",
       "        Area Cooperative Educational Services            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Avon School District                             ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Berlin School District                           ELA                         19.0   \n",
       "                                                         Math                        17.0   \n",
       "        Bethel School District                           ELA                          NaN   \n",
       "                                                         Math                        11.0   \n",
       "        Bloomfield School District                       ELA                          NaN   \n",
       "                                                         Math                        31.0   \n",
       "        Bolton School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Branford School District                         ELA                          NaN   \n",
       "                                                         Math                        31.0   \n",
       "        Bridgeport Achievement First District            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Bridgeport School District                       ELA                        380.0   \n",
       "                                                         Math                       406.0   \n",
       "        Bristol School District                          ELA                         91.0   \n",
       "                                                         Math                        96.0   \n",
       "        Brookfield School District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Brooklyn School District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "...                                                                                   ...   \n",
       "        Waterford School District                        ELA                          NaN   \n",
       "                                                         Math                        17.0   \n",
       "        Watertown School District                        ELA                          NaN   \n",
       "                                                         Math                        15.0   \n",
       "        West Hartford School District                    ELA                         47.0   \n",
       "                                                         Math                        69.0   \n",
       "        West Haven School District                       ELA                         81.0   \n",
       "                                                         Math                        89.0   \n",
       "        Westbrook School District                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Weston School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Westport School District                         ELA                         12.0   \n",
       "                                                         Math                        12.0   \n",
       "        Wethersfield School District                     ELA                          NaN   \n",
       "                                                         Math                        28.0   \n",
       "        Wilton School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Winchester School District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Windham School District                          ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Windsor Locks School District                    ELA                         12.0   \n",
       "                                                         Math                        14.0   \n",
       "        Windsor School District                          ELA                         32.0   \n",
       "                                                         Math                        40.0   \n",
       "        Wolcott School District                          ELA                          NaN   \n",
       "                                                         Math                        12.0   \n",
       "        Woodstock Academy District                       ELA                         11.0   \n",
       "                                                         Math                        12.0   \n",
       "\n",
       "                                                                  Level 1Not Met %_hn  \\\n",
       "year    District                                         Subject                        \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Amistad Academy District                         ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Ansonia School District                          ELA                      NaN   \n",
       "                                                         Math                    54.7   \n",
       "        Area Cooperative Educational Services            ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Avon School District                             ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Berlin School District                           ELA                     38.8   \n",
       "                                                         Math                    34.7   \n",
       "        Bethel School District                           ELA                      NaN   \n",
       "                                                         Math                    24.4   \n",
       "        Bloomfield School District                       ELA                      NaN   \n",
       "                                                         Math                    39.7   \n",
       "        Bolton School District                           ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Branford School District                         ELA                      NaN   \n",
       "                                                         Math                    43.1   \n",
       "        Bridgeport Achievement First District            ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Bridgeport School District                       ELA                     56.7   \n",
       "                                                         Math                    61.1   \n",
       "        Bristol School District                          ELA                     38.7   \n",
       "                                                         Math                    41.0   \n",
       "        Brookfield School District                       ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Brooklyn School District                         ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "...                                                                               ...   \n",
       "        Waterford School District                        ELA                      NaN   \n",
       "                                                         Math                    38.6   \n",
       "        Watertown School District                        ELA                      NaN   \n",
       "                                                         Math                    30.6   \n",
       "        West Hartford School District                    ELA                     22.8   \n",
       "                                                         Math                    33.7   \n",
       "        West Haven School District                       ELA                     39.5   \n",
       "                                                         Math                    44.1   \n",
       "        Westbrook School District                        ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Weston School District                           ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Westport School District                         ELA                     18.5   \n",
       "                                                         Math                    18.5   \n",
       "        Wethersfield School District                     ELA                      NaN   \n",
       "                                                         Math                    37.3   \n",
       "        Wilton School District                           ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Winchester School District                       ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Windham School District                          ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Windsor Locks School District                    ELA                     29.3   \n",
       "                                                         Math                    35.0   \n",
       "        Windsor School District                          ELA                     27.1   \n",
       "                                                         Math                    34.2   \n",
       "        Wolcott School District                          ELA                      NaN   \n",
       "                                                         Math                    26.7   \n",
       "        Woodstock Academy District                       ELA                     52.4   \n",
       "                                                         Math                    57.1   \n",
       "\n",
       "                                                                  Level 2Approaching Count_hn  \\\n",
       "year    District                                         Subject                                \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                             10.0   \n",
       "                                                         Math                            20.0   \n",
       "        Amistad Academy District                         ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Ansonia School District                          ELA                             17.0   \n",
       "                                                         Math                            32.0   \n",
       "        Area Cooperative Educational Services            ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Avon School District                             ELA                             13.0   \n",
       "                                                         Math                            14.0   \n",
       "        Berlin School District                           ELA                              9.0   \n",
       "                                                         Math                            26.0   \n",
       "        Bethel School District                           ELA                              7.0   \n",
       "                                                         Math                            22.0   \n",
       "        Bloomfield School District                       ELA                             25.0   \n",
       "                                                         Math                            39.0   \n",
       "        Bolton School District                           ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Branford School District                         ELA                             23.0   \n",
       "                                                         Math                            25.0   \n",
       "        Bridgeport Achievement First District            ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Bridgeport School District                       ELA                            148.0   \n",
       "                                                         Math                           208.0   \n",
       "        Bristol School District                          ELA                             55.0   \n",
       "                                                         Math                            99.0   \n",
       "        Brookfield School District                       ELA                             10.0   \n",
       "                                                         Math                            15.0   \n",
       "        Brooklyn School District                         ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "...                                                                                       ...   \n",
       "        Waterford School District                        ELA                             12.0   \n",
       "                                                         Math                            20.0   \n",
       "        Watertown School District                        ELA                             15.0   \n",
       "                                                         Math                            26.0   \n",
       "        West Hartford School District                    ELA                             48.0   \n",
       "                                                         Math                            82.0   \n",
       "        West Haven School District                       ELA                              NaN   \n",
       "                                                         Math                            99.0   \n",
       "        Westbrook School District                        ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Weston School District                           ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Westport School District                         ELA                              7.0   \n",
       "                                                         Math                            29.0   \n",
       "        Wethersfield School District                     ELA                             20.0   \n",
       "                                                         Math                            34.0   \n",
       "        Wilton School District                           ELA                              NaN   \n",
       "                                                         Math                            19.0   \n",
       "        Winchester School District                       ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Windham School District                          ELA                              NaN   \n",
       "                                                         Math                            49.0   \n",
       "        Windsor Locks School District                    ELA                              NaN   \n",
       "                                                         Math                            19.0   \n",
       "        Windsor School District                          ELA                             36.0   \n",
       "                                                         Math                            54.0   \n",
       "        Wolcott School District                          ELA                             15.0   \n",
       "                                                         Math                            25.0   \n",
       "        Woodstock Academy District                       ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "\n",
       "                                                                  Level 2Approaching %_hn  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                         25.6   \n",
       "                                                         Math                        52.6   \n",
       "        Amistad Academy District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Ansonia School District                          ELA                         19.5   \n",
       "                                                         Math                        37.2   \n",
       "        Area Cooperative Educational Services            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Avon School District                             ELA                         32.5   \n",
       "                                                         Math                        35.0   \n",
       "        Berlin School District                           ELA                         18.4   \n",
       "                                                         Math                        53.1   \n",
       "        Bethel School District                           ELA                         15.6   \n",
       "                                                         Math                        48.9   \n",
       "        Bloomfield School District                       ELA                         32.1   \n",
       "                                                         Math                        50.0   \n",
       "        Bolton School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Branford School District                         ELA                         31.9   \n",
       "                                                         Math                        34.7   \n",
       "        Bridgeport Achievement First District            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Bridgeport School District                       ELA                         22.1   \n",
       "                                                         Math                        31.3   \n",
       "        Bristol School District                          ELA                         23.4   \n",
       "                                                         Math                        42.3   \n",
       "        Brookfield School District                       ELA                         28.6   \n",
       "                                                         Math                        42.9   \n",
       "        Brooklyn School District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "...                                                                                   ...   \n",
       "        Waterford School District                        ELA                         27.3   \n",
       "                                                         Math                        45.5   \n",
       "        Watertown School District                        ELA                         30.0   \n",
       "                                                         Math                        53.1   \n",
       "        West Hartford School District                    ELA                         23.3   \n",
       "                                                         Math                        40.0   \n",
       "        West Haven School District                       ELA                          NaN   \n",
       "                                                         Math                        49.0   \n",
       "        Westbrook School District                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Weston School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Westport School District                         ELA                         10.8   \n",
       "                                                         Math                        44.6   \n",
       "        Wethersfield School District                     ELA                         26.7   \n",
       "                                                         Math                        45.3   \n",
       "        Wilton School District                           ELA                          NaN   \n",
       "                                                         Math                        36.5   \n",
       "        Winchester School District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Windham School District                          ELA                          NaN   \n",
       "                                                         Math                        47.6   \n",
       "        Windsor Locks School District                    ELA                          NaN   \n",
       "                                                         Math                        47.5   \n",
       "        Windsor School District                          ELA                         30.5   \n",
       "                                                         Math                        46.2   \n",
       "        Wolcott School District                          ELA                         33.3   \n",
       "                                                         Math                        55.6   \n",
       "        Woodstock Academy District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "\n",
       "                                                                    ...     \\\n",
       "year    District                                         Subject    ...      \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Amistad Academy District                         ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Ansonia School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Area Cooperative Educational Services            ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Avon School District                             ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Berlin School District                           ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Bethel School District                           ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Bloomfield School District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Bolton School District                           ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Branford School District                         ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Bridgeport Achievement First District            ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Bridgeport School District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Bristol School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Brookfield School District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Brooklyn School District                         ELA        ...      \n",
       "                                                         Math       ...      \n",
       "...                                                                 ...      \n",
       "        Waterford School District                        ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Watertown School District                        ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        West Hartford School District                    ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        West Haven School District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Westbrook School District                        ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Weston School District                           ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Westport School District                         ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Wethersfield School District                     ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Wilton School District                           ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Winchester School District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Windham School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Windsor Locks School District                    ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Windsor School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Wolcott School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Woodstock Academy District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "\n",
       "                                                                  Level 3Met Count  \\\n",
       "year    District                                         Subject                     \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                  22.0   \n",
       "                                                         Math                 13.0   \n",
       "        Amistad Academy District                         ELA                  33.0   \n",
       "                                                         Math                  9.0   \n",
       "        Ansonia School District                          ELA                  52.0   \n",
       "                                                         Math                  NaN   \n",
       "        Area Cooperative Educational Services            ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Avon School District                             ELA                 120.0   \n",
       "                                                         Math                104.0   \n",
       "        Berlin School District                           ELA                 121.0   \n",
       "                                                         Math                 72.0   \n",
       "        Bethel School District                           ELA                 108.0   \n",
       "                                                         Math                 70.0   \n",
       "        Bloomfield School District                       ELA                  64.0   \n",
       "                                                         Math                  NaN   \n",
       "        Bolton School District                           ELA                  42.0   \n",
       "                                                         Math                 30.0   \n",
       "        Branford School District                         ELA                 121.0   \n",
       "                                                         Math                 71.0   \n",
       "        Bridgeport Achievement First District            ELA                  18.0   \n",
       "                                                         Math                  8.0   \n",
       "        Bridgeport School District                       ELA                 341.0   \n",
       "                                                         Math                144.0   \n",
       "        Bristol School District                          ELA                 278.0   \n",
       "                                                         Math                143.0   \n",
       "        Brookfield School District                       ELA                 131.0   \n",
       "                                                         Math                 92.0   \n",
       "        Brooklyn School District                         ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "...                                                                            ...   \n",
       "        Waterford School District                        ELA                 112.0   \n",
       "                                                         Math                 68.0   \n",
       "        Watertown School District                        ELA                 110.0   \n",
       "                                                         Math                 61.0   \n",
       "        West Hartford School District                    ELA                 346.0   \n",
       "                                                         Math                270.0   \n",
       "        West Haven School District                       ELA                 138.0   \n",
       "                                                         Math                  NaN   \n",
       "        Westbrook School District                        ELA                  57.0   \n",
       "                                                         Math                 34.0   \n",
       "        Weston School District                           ELA                  72.0   \n",
       "                                                         Math                 85.0   \n",
       "        Westport School District                         ELA                 189.0   \n",
       "                                                         Math                166.0   \n",
       "        Wethersfield School District                     ELA                 158.0   \n",
       "                                                         Math                 95.0   \n",
       "        Wilton School District                           ELA                 140.0   \n",
       "                                                         Math                127.0   \n",
       "        Winchester School District                       ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Windham School District                          ELA                  40.0   \n",
       "                                                         Math                  NaN   \n",
       "        Windsor Locks School District                    ELA                  54.0   \n",
       "                                                         Math                 27.0   \n",
       "        Windsor School District                          ELA                 144.0   \n",
       "                                                         Math                 84.0   \n",
       "        Wolcott School District                          ELA                 107.0   \n",
       "                                                         Math                 73.0   \n",
       "        Woodstock Academy District                       ELA                 136.0   \n",
       "                                                         Math                 92.0   \n",
       "\n",
       "                                                                  Level 3Met %  \\\n",
       "year    District                                         Subject                 \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA              56.4   \n",
       "                                                         Math             34.2   \n",
       "        Amistad Academy District                         ELA              70.2   \n",
       "                                                         Math             19.1   \n",
       "        Ansonia School District                          ELA              40.9   \n",
       "                                                         Math              NaN   \n",
       "        Area Cooperative Educational Services            ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Avon School District                             ELA              42.6   \n",
       "                                                         Math             36.9   \n",
       "        Berlin School District                           ELA              56.0   \n",
       "                                                         Math             33.3   \n",
       "        Bethel School District                           ELA              55.7   \n",
       "                                                         Math             36.1   \n",
       "        Bloomfield School District                       ELA              41.6   \n",
       "                                                         Math              NaN   \n",
       "        Bolton School District                           ELA              53.2   \n",
       "                                                         Math             38.0   \n",
       "        Branford School District                         ELA              56.3   \n",
       "                                                         Math             33.0   \n",
       "        Bridgeport Achievement First District            ELA              52.9   \n",
       "                                                         Math             23.5   \n",
       "        Bridgeport School District                       ELA              29.8   \n",
       "                                                         Math             12.7   \n",
       "        Bristol School District                          ELA              50.4   \n",
       "                                                         Math             26.0   \n",
       "        Brookfield School District                       ELA              63.3   \n",
       "                                                         Math             44.4   \n",
       "        Brooklyn School District                         ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "...                                                                        ...   \n",
       "        Waterford School District                        ELA              56.0   \n",
       "                                                         Math             34.0   \n",
       "        Watertown School District                        ELA              55.3   \n",
       "                                                         Math             30.8   \n",
       "        West Hartford School District                    ELA              47.9   \n",
       "                                                         Math             37.4   \n",
       "        West Haven School District                       ELA              42.5   \n",
       "                                                         Math              NaN   \n",
       "        Westbrook School District                        ELA              64.8   \n",
       "                                                         Math             38.6   \n",
       "        Weston School District                           ELA              36.0   \n",
       "                                                         Math             42.5   \n",
       "        Westport School District                         ELA              41.2   \n",
       "                                                         Math             36.3   \n",
       "        Wethersfield School District                     ELA              52.0   \n",
       "                                                         Math             31.3   \n",
       "        Wilton School District                           ELA              43.3   \n",
       "                                                         Math             39.4   \n",
       "        Winchester School District                       ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Windham School District                          ELA              32.5   \n",
       "                                                         Math              NaN   \n",
       "        Windsor Locks School District                    ELA              50.9   \n",
       "                                                         Math             25.7   \n",
       "        Windsor School District                          ELA              50.0   \n",
       "                                                         Math             29.3   \n",
       "        Wolcott School District                          ELA              59.8   \n",
       "                                                         Math             40.8   \n",
       "        Woodstock Academy District                       ELA              56.0   \n",
       "                                                         Math             37.9   \n",
       "\n",
       "                                                                  Level 4Exceeded Count  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Amistad Academy District                         ELA                        NaN   \n",
       "                                                         Math                       0.0   \n",
       "        Ansonia School District                          ELA                       11.0   \n",
       "                                                         Math                       NaN   \n",
       "        Area Cooperative Educational Services            ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Avon School District                             ELA                      129.0   \n",
       "                                                         Math                     119.0   \n",
       "        Berlin School District                           ELA                       37.0   \n",
       "                                                         Math                      26.0   \n",
       "        Bethel School District                           ELA                       43.0   \n",
       "                                                         Math                      23.0   \n",
       "        Bloomfield School District                       ELA                        7.0   \n",
       "                                                         Math                       NaN   \n",
       "        Bolton School District                           ELA                       22.0   \n",
       "                                                         Math                       9.0   \n",
       "        Branford School District                         ELA                       30.0   \n",
       "                                                         Math                      21.0   \n",
       "        Bridgeport Achievement First District            ELA                        NaN   \n",
       "                                                         Math                       0.0   \n",
       "        Bridgeport School District                       ELA                       57.0   \n",
       "                                                         Math                      37.0   \n",
       "        Bristol School District                          ELA                       65.0   \n",
       "                                                         Math                      28.0   \n",
       "        Brookfield School District                       ELA                       49.0   \n",
       "                                                         Math                      32.0   \n",
       "        Brooklyn School District                         ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "...                                                                                 ...   \n",
       "        Waterford School District                        ELA                       38.0   \n",
       "                                                         Math                      17.0   \n",
       "        Watertown School District                        ELA                       26.0   \n",
       "                                                         Math                       9.0   \n",
       "        West Hartford School District                    ELA                      242.0   \n",
       "                                                         Math                     169.0   \n",
       "        West Haven School District                       ELA                       16.0   \n",
       "                                                         Math                       NaN   \n",
       "        Westbrook School District                        ELA                       12.0   \n",
       "                                                         Math                       6.0   \n",
       "        Weston School District                           ELA                      113.0   \n",
       "                                                         Math                      79.0   \n",
       "        Westport School District                         ELA                      235.0   \n",
       "                                                         Math                     192.0   \n",
       "        Wethersfield School District                     ELA                       62.0   \n",
       "                                                         Math                      38.0   \n",
       "        Wilton School District                           ELA                      168.0   \n",
       "                                                         Math                     122.0   \n",
       "        Winchester School District                       ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Windham School District                          ELA                        7.0   \n",
       "                                                         Math                       NaN   \n",
       "        Windsor Locks School District                    ELA                        6.0   \n",
       "                                                         Math                       NaN   \n",
       "        Windsor School District                          ELA                       35.0   \n",
       "                                                         Math                      17.0   \n",
       "        Wolcott School District                          ELA                       31.0   \n",
       "                                                         Math                      14.0   \n",
       "        Woodstock Academy District                       ELA                       61.0   \n",
       "                                                         Math                      40.0   \n",
       "\n",
       "                                                                  Level 4Exceeded %  \\\n",
       "year    District                                         Subject                      \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Amistad Academy District                         ELA                    NaN   \n",
       "                                                         Math                   0.0   \n",
       "        Ansonia School District                          ELA                    8.7   \n",
       "                                                         Math                   NaN   \n",
       "        Area Cooperative Educational Services            ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Avon School District                             ELA                   45.7   \n",
       "                                                         Math                  42.2   \n",
       "        Berlin School District                           ELA                   17.1   \n",
       "                                                         Math                  12.0   \n",
       "        Bethel School District                           ELA                   22.2   \n",
       "                                                         Math                  11.9   \n",
       "        Bloomfield School District                       ELA                    4.5   \n",
       "                                                         Math                   NaN   \n",
       "        Bolton School District                           ELA                   27.8   \n",
       "                                                         Math                  11.4   \n",
       "        Branford School District                         ELA                   14.0   \n",
       "                                                         Math                   9.8   \n",
       "        Bridgeport Achievement First District            ELA                    NaN   \n",
       "                                                         Math                   0.0   \n",
       "        Bridgeport School District                       ELA                    5.0   \n",
       "                                                         Math                   3.3   \n",
       "        Bristol School District                          ELA                   11.8   \n",
       "                                                         Math                   5.1   \n",
       "        Brookfield School District                       ELA                   23.7   \n",
       "                                                         Math                  15.5   \n",
       "        Brooklyn School District                         ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "...                                                                             ...   \n",
       "        Waterford School District                        ELA                   19.0   \n",
       "                                                         Math                   8.5   \n",
       "        Watertown School District                        ELA                   13.1   \n",
       "                                                         Math                   4.5   \n",
       "        West Hartford School District                    ELA                   33.5   \n",
       "                                                         Math                  23.4   \n",
       "        West Haven School District                       ELA                    4.9   \n",
       "                                                         Math                   NaN   \n",
       "        Westbrook School District                        ELA                   13.6   \n",
       "                                                         Math                   6.8   \n",
       "        Weston School District                           ELA                   56.5   \n",
       "                                                         Math                  39.5   \n",
       "        Westport School District                         ELA                   51.2   \n",
       "                                                         Math                  42.0   \n",
       "        Wethersfield School District                     ELA                   20.4   \n",
       "                                                         Math                  12.5   \n",
       "        Wilton School District                           ELA                   52.0   \n",
       "                                                         Math                  37.9   \n",
       "        Winchester School District                       ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Windham School District                          ELA                    5.7   \n",
       "                                                         Math                   NaN   \n",
       "        Windsor Locks School District                    ELA                    5.7   \n",
       "                                                         Math                   NaN   \n",
       "        Windsor School District                          ELA                   12.2   \n",
       "                                                         Math                   5.9   \n",
       "        Wolcott School District                          ELA                   17.3   \n",
       "                                                         Math                   7.8   \n",
       "        Woodstock Academy District                       ELA                   25.1   \n",
       "                                                         Math                  16.5   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded Count  \\\n",
       "year    District                                         Subject                                   \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Amistad Academy District                         ELA                                 NaN   \n",
       "                                                         Math                                9.0   \n",
       "        Ansonia School District                          ELA                                63.0   \n",
       "                                                         Math                               21.0   \n",
       "        Area Cooperative Educational Services            ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Avon School District                             ELA                               249.0   \n",
       "                                                         Math                              223.0   \n",
       "        Berlin School District                           ELA                               158.0   \n",
       "                                                         Math                               98.0   \n",
       "        Bethel School District                           ELA                               151.0   \n",
       "                                                         Math                               93.0   \n",
       "        Bloomfield School District                       ELA                                71.0   \n",
       "                                                         Math                               23.0   \n",
       "        Bolton School District                           ELA                                64.0   \n",
       "                                                         Math                               39.0   \n",
       "        Branford School District                         ELA                               151.0   \n",
       "                                                         Math                               92.0   \n",
       "        Bridgeport Achievement First District            ELA                                 NaN   \n",
       "                                                         Math                                8.0   \n",
       "        Bridgeport School District                       ELA                               398.0   \n",
       "                                                         Math                              181.0   \n",
       "        Bristol School District                          ELA                               343.0   \n",
       "                                                         Math                              171.0   \n",
       "        Brookfield School District                       ELA                               180.0   \n",
       "                                                         Math                              124.0   \n",
       "        Brooklyn School District                         ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "...                                                                                          ...   \n",
       "        Waterford School District                        ELA                               150.0   \n",
       "                                                         Math                               85.0   \n",
       "        Watertown School District                        ELA                               136.0   \n",
       "                                                         Math                               70.0   \n",
       "        West Hartford School District                    ELA                               588.0   \n",
       "                                                         Math                              439.0   \n",
       "        West Haven School District                       ELA                               154.0   \n",
       "                                                         Math                               51.0   \n",
       "        Westbrook School District                        ELA                                69.0   \n",
       "                                                         Math                               40.0   \n",
       "        Weston School District                           ELA                               185.0   \n",
       "                                                         Math                              164.0   \n",
       "        Westport School District                         ELA                               424.0   \n",
       "                                                         Math                              358.0   \n",
       "        Wethersfield School District                     ELA                               220.0   \n",
       "                                                         Math                              133.0   \n",
       "        Wilton School District                           ELA                               308.0   \n",
       "                                                         Math                              249.0   \n",
       "        Winchester School District                       ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Windham School District                          ELA                                47.0   \n",
       "                                                         Math                               14.0   \n",
       "        Windsor Locks School District                    ELA                                60.0   \n",
       "                                                         Math                                NaN   \n",
       "        Windsor School District                          ELA                               179.0   \n",
       "                                                         Math                              101.0   \n",
       "        Wolcott School District                          ELA                               138.0   \n",
       "                                                         Math                               87.0   \n",
       "        Woodstock Academy District                       ELA                               197.0   \n",
       "                                                         Math                              132.0   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded %  \\\n",
       "year    District                                         Subject                               \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Amistad Academy District                         ELA                             NaN   \n",
       "                                                         Math                           19.1   \n",
       "        Ansonia School District                          ELA                            49.6   \n",
       "                                                         Math                           16.7   \n",
       "        Area Cooperative Educational Services            ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Avon School District                             ELA                            88.3   \n",
       "                                                         Math                           79.1   \n",
       "        Berlin School District                           ELA                            73.1   \n",
       "                                                         Math                           45.4   \n",
       "        Bethel School District                           ELA                            77.8   \n",
       "                                                         Math                           47.9   \n",
       "        Bloomfield School District                       ELA                            46.1   \n",
       "                                                         Math                           14.9   \n",
       "        Bolton School District                           ELA                            81.0   \n",
       "                                                         Math                           49.4   \n",
       "        Branford School District                         ELA                            70.2   \n",
       "                                                         Math                           42.8   \n",
       "        Bridgeport Achievement First District            ELA                             NaN   \n",
       "                                                         Math                           23.5   \n",
       "        Bridgeport School District                       ELA                            34.8   \n",
       "                                                         Math                           15.9   \n",
       "        Bristol School District                          ELA                            62.1   \n",
       "                                                         Math                           31.0   \n",
       "        Brookfield School District                       ELA                            87.0   \n",
       "                                                         Math                           59.9   \n",
       "        Brooklyn School District                         ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "...                                                                                      ...   \n",
       "        Waterford School District                        ELA                            75.0   \n",
       "                                                         Math                           42.5   \n",
       "        Watertown School District                        ELA                            68.3   \n",
       "                                                         Math                           35.4   \n",
       "        West Hartford School District                    ELA                            81.3   \n",
       "                                                         Math                           60.8   \n",
       "        West Haven School District                       ELA                            47.4   \n",
       "                                                         Math                           15.8   \n",
       "        Westbrook School District                        ELA                            78.4   \n",
       "                                                         Math                           45.5   \n",
       "        Weston School District                           ELA                            92.5   \n",
       "                                                         Math                           82.0   \n",
       "        Westport School District                         ELA                            92.4   \n",
       "                                                         Math                           78.3   \n",
       "        Wethersfield School District                     ELA                            72.4   \n",
       "                                                         Math                           43.8   \n",
       "        Wilton School District                           ELA                            95.4   \n",
       "                                                         Math                           77.3   \n",
       "        Winchester School District                       ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Windham School District                          ELA                            38.2   \n",
       "                                                         Math                           11.4   \n",
       "        Windsor Locks School District                    ELA                            56.6   \n",
       "                                                         Math                            NaN   \n",
       "        Windsor School District                          ELA                            62.2   \n",
       "                                                         Math                           35.2   \n",
       "        Wolcott School District                          ELA                            77.1   \n",
       "                                                         Math                           48.6   \n",
       "        Woodstock Academy District                       ELA                            81.1   \n",
       "                                                         Math                           54.3   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                                         Subject                                          \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA                                      488.0   \n",
       "                                                         Math                                     494.0   \n",
       "        Amistad Academy District                         ELA                                      511.0   \n",
       "                                                         Math                                     467.0   \n",
       "        Ansonia School District                          ELA                                      478.0   \n",
       "                                                         Math                                     444.0   \n",
       "        Area Cooperative Educational Services            ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Avon School District                             ELA                                      603.0   \n",
       "                                                         Math                                     611.0   \n",
       "        Berlin School District                           ELA                                      534.0   \n",
       "                                                         Math                                     523.0   \n",
       "        Bethel School District                           ELA                                      547.0   \n",
       "                                                         Math                                     526.0   \n",
       "        Bloomfield School District                       ELA                                      475.0   \n",
       "                                                         Math                                     450.0   \n",
       "        Bolton School District                           ELA                                      562.0   \n",
       "                                                         Math                                     521.0   \n",
       "        Branford School District                         ELA                                      524.0   \n",
       "                                                         Math                                     508.0   \n",
       "        Bridgeport Achievement First District            ELA                                      508.0   \n",
       "                                                         Math                                     471.0   \n",
       "        Bridgeport School District                       ELA                                      449.0   \n",
       "                                                         Math                                     431.0   \n",
       "        Bristol School District                          ELA                                      508.0   \n",
       "                                                         Math                                     484.0   \n",
       "        Brookfield School District                       ELA                                      570.0   \n",
       "                                                         Math                                     554.0   \n",
       "        Brooklyn School District                         ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "...                                                                                                 ...   \n",
       "        Waterford School District                        ELA                                      543.0   \n",
       "                                                         Math                                     510.0   \n",
       "        Watertown School District                        ELA                                      524.0   \n",
       "                                                         Math                                     495.0   \n",
       "        West Hartford School District                    ELA                                      573.0   \n",
       "                                                         Math                                     557.0   \n",
       "        West Haven School District                       ELA                                      477.0   \n",
       "                                                         Math                                     448.0   \n",
       "        Westbrook School District                        ELA                                      544.0   \n",
       "                                                         Math                                     514.0   \n",
       "        Weston School District                           ELA                                      626.0   \n",
       "                                                         Math                                     613.0   \n",
       "        Westport School District                         ELA                                      616.0   \n",
       "                                                         Math                                     609.0   \n",
       "        Wethersfield School District                     ELA                                      540.0   \n",
       "                                                         Math                                     520.0   \n",
       "        Wilton School District                           ELA                                      620.0   \n",
       "                                                         Math                                     607.0   \n",
       "        Winchester School District                       ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Windham School District                          ELA                                      453.0   \n",
       "                                                         Math                                     433.0   \n",
       "        Windsor Locks School District                    ELA                                      491.0   \n",
       "                                                         Math                                     484.0   \n",
       "        Windsor School District                          ELA                                      511.0   \n",
       "                                                         Math                                     493.0   \n",
       "        Wolcott School District                          ELA                                      545.0   \n",
       "                                                         Math                                     521.0   \n",
       "        Woodstock Academy District                       ELA                                      555.0   \n",
       "                                                         Math                                     535.0   \n",
       "\n",
       "                                                                 subj  \\\n",
       "year    District                                         Subject        \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Amistad Academy District                         ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Ansonia School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Area Cooperative Educational Services            ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Avon School District                             ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Berlin School District                           ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Bethel School District                           ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Bloomfield School District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Bolton School District                           ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Branford School District                         ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Bridgeport Achievement First District            ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Bridgeport School District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Bristol School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Brookfield School District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Brooklyn School District                         ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "...                                                               ...   \n",
       "        Waterford School District                        ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Watertown School District                        ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        West Hartford School District                    ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        West Haven School District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Westbrook School District                        ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Weston School District                           ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Westport School District                         ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Wethersfield School District                     ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Wilton School District                           ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Winchester School District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Windham School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Windsor Locks School District                    ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Windsor School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Wolcott School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Woodstock Academy District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "\n",
       "                                                                 total_tests  \\\n",
       "year    District                                         Subject               \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Amistad Academy District                         ELA            50.0   \n",
       "                                                         Math           50.0   \n",
       "        Ansonia School District                          ELA           134.0   \n",
       "                                                         Math          134.0   \n",
       "        Area Cooperative Educational Services            ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Avon School District                             ELA           285.0   \n",
       "                                                         Math          285.0   \n",
       "        Berlin School District                           ELA           218.0   \n",
       "                                                         Math          218.0   \n",
       "        Bethel School District                           ELA           199.0   \n",
       "                                                         Math          199.0   \n",
       "        Bloomfield School District                       ELA           160.0   \n",
       "                                                         Math          160.0   \n",
       "        Bolton School District                           ELA            79.0   \n",
       "                                                         Math           79.0   \n",
       "        Branford School District                         ELA           219.0   \n",
       "                                                         Math          219.0   \n",
       "        Bridgeport Achievement First District            ELA            36.0   \n",
       "                                                         Math           36.0   \n",
       "        Bridgeport School District                       ELA          1247.0   \n",
       "                                                         Math         1247.0   \n",
       "        Bristol School District                          ELA           564.0   \n",
       "                                                         Math          564.0   \n",
       "        Brookfield School District                       ELA           214.0   \n",
       "                                                         Math          214.0   \n",
       "        Brooklyn School District                         ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "...                                                                      ...   \n",
       "        Waterford School District                        ELA           202.0   \n",
       "                                                         Math          202.0   \n",
       "        Watertown School District                        ELA           206.0   \n",
       "                                                         Math          206.0   \n",
       "        West Hartford School District                    ELA           736.0   \n",
       "                                                         Math          736.0   \n",
       "        West Haven School District                       ELA           346.0   \n",
       "                                                         Math          346.0   \n",
       "        Westbrook School District                        ELA            88.0   \n",
       "                                                         Math           88.0   \n",
       "        Weston School District                           ELA           204.0   \n",
       "                                                         Math          204.0   \n",
       "        Westport School District                         ELA           464.0   \n",
       "                                                         Math          464.0   \n",
       "        Wethersfield School District                     ELA           309.0   \n",
       "                                                         Math          309.0   \n",
       "        Wilton School District                           ELA           331.0   \n",
       "                                                         Math          331.0   \n",
       "        Winchester School District                       ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Windham School District                          ELA           127.0   \n",
       "                                                         Math          127.0   \n",
       "        Windsor Locks School District                    ELA           108.0   \n",
       "                                                         Math          108.0   \n",
       "        Windsor School District                          ELA           302.0   \n",
       "                                                         Math          302.0   \n",
       "        Wolcott School District                          ELA           181.0   \n",
       "                                                         Math          181.0   \n",
       "        Woodstock Academy District                       ELA           246.0   \n",
       "                                                         Math          246.0   \n",
       "\n",
       "                                                                    pct_hn  \n",
       "year    District                                         Subject            \n",
       "2016-17 Achievement First Hartford Academy Inc. District ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Amistad Academy District                         ELA      0.600000  \n",
       "                                                         Math     0.600000  \n",
       "        Ansonia School District                          ELA      0.701493  \n",
       "                                                         Math     0.701493  \n",
       "        Area Cooperative Educational Services            ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Avon School District                             ELA      0.147368  \n",
       "                                                         Math     0.147368  \n",
       "        Berlin School District                           ELA      0.229358  \n",
       "                                                         Math     0.229358  \n",
       "        Bethel School District                           ELA      0.246231  \n",
       "                                                         Math     0.246231  \n",
       "        Bloomfield School District                       ELA      0.500000  \n",
       "                                                         Math     0.500000  \n",
       "        Bolton School District                           ELA      0.189873  \n",
       "                                                         Math     0.189873  \n",
       "        Branford School District                         ELA      0.342466  \n",
       "                                                         Math     0.342466  \n",
       "        Bridgeport Achievement First District            ELA      0.500000  \n",
       "                                                         Math     0.500000  \n",
       "        Bridgeport School District                       ELA      0.606255  \n",
       "                                                         Math     0.606255  \n",
       "        Bristol School District                          ELA      0.429078  \n",
       "                                                         Math     0.429078  \n",
       "        Brookfield School District                       ELA      0.182243  \n",
       "                                                         Math     0.182243  \n",
       "        Brooklyn School District                         ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "...                                                                    ...  \n",
       "        Waterford School District                        ELA      0.227723  \n",
       "                                                         Math     0.227723  \n",
       "        Watertown School District                        ELA      0.266990  \n",
       "                                                         Math     0.266990  \n",
       "        West Hartford School District                    ELA      0.296196  \n",
       "                                                         Math     0.296196  \n",
       "        West Haven School District                       ELA      0.647399  \n",
       "                                                         Math     0.647399  \n",
       "        Westbrook School District                        ELA      0.204545  \n",
       "                                                         Math     0.204545  \n",
       "        Weston School District                           ELA      0.078431  \n",
       "                                                         Math     0.078431  \n",
       "        Westport School District                         ELA      0.144397  \n",
       "                                                         Math     0.144397  \n",
       "        Wethersfield School District                     ELA      0.252427  \n",
       "                                                         Math     0.252427  \n",
       "        Wilton School District                           ELA      0.169184  \n",
       "                                                         Math     0.169184  \n",
       "        Winchester School District                       ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Windham School District                          ELA      0.842520  \n",
       "                                                         Math     0.842520  \n",
       "        Windsor Locks School District                    ELA      0.398148  \n",
       "                                                         Math     0.398148  \n",
       "        Windsor School District                          ELA      0.430464  \n",
       "                                                         Math     0.430464  \n",
       "        Wolcott School District                          ELA      0.259669  \n",
       "                                                         Math     0.259669  \n",
       "        Woodstock Academy District                       ELA      0.085366  \n",
       "                                                         Math     0.085366  \n",
       "\n",
       "[296 rows x 55 columns]"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[\"total_tests\"] = both_df[\"Total Numberof Students_hn\"]\\\n",
    "+ both_df[\"Total Numberof Students_not_hn\"]\n",
    "both_df[\"pct_hn\"] = both_df[\"Total Numberof Students_hn\"] / both_df[\"total_tests\"]\n",
    "both_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code_hn</th>\n",
       "      <th>High Needs (F, R, ELL or SWD)_hn</th>\n",
       "      <th>Total Numberof Students_hn</th>\n",
       "      <th>Total NumberTested_hn</th>\n",
       "      <th>Connecticut School Day SATParticipationRate_hn</th>\n",
       "      <th>Total Numberwith Scored Tests_hn</th>\n",
       "      <th>Level 1Not Met Count_hn</th>\n",
       "      <th>Level 1Not Met %_hn</th>\n",
       "      <th>Level 2Approaching Count_hn</th>\n",
       "      <th>Level 2Approaching %_hn</th>\n",
       "      <th>...</th>\n",
       "      <th>Level 3Met Count</th>\n",
       "      <th>Level 3Met %</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "      <th>total_tests</th>\n",
       "      <th>pct_hn</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"61\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Weston School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>626.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.078431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>79.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>164.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>613.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.078431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Woodstock Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>52.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>136.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>197.0</td>\n",
       "      <td>81.1</td>\n",
       "      <td>555.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.0</td>\n",
       "      <td>0.085366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>57.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>132.0</td>\n",
       "      <td>54.3</td>\n",
       "      <td>535.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.0</td>\n",
       "      <td>0.085366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ridgefield School District</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1180011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>41.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>...</td>\n",
       "      <td>173.0</td>\n",
       "      <td>43.4</td>\n",
       "      <td>138.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>311.0</td>\n",
       "      <td>77.9</td>\n",
       "      <td>600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.097619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1180011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>41.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>...</td>\n",
       "      <td>175.0</td>\n",
       "      <td>43.8</td>\n",
       "      <td>197.0</td>\n",
       "      <td>49.3</td>\n",
       "      <td>372.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>613.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.097619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">East Granby School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0400011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>37.0</td>\n",
       "      <td>66.1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>48.0</td>\n",
       "      <td>85.7</td>\n",
       "      <td>569.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.103448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0400011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>53.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>547.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.103448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Newtown School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0970011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>49.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>87.8</td>\n",
       "      <td>43.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>32.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>228.0</td>\n",
       "      <td>55.6</td>\n",
       "      <td>132.0</td>\n",
       "      <td>32.2</td>\n",
       "      <td>360.0</td>\n",
       "      <td>87.8</td>\n",
       "      <td>580.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.116667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0970011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>49.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>87.8</td>\n",
       "      <td>43.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>30.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>37.2</td>\n",
       "      <td>...</td>\n",
       "      <td>197.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>300.0</td>\n",
       "      <td>73.2</td>\n",
       "      <td>578.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.116667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Regional School District 08</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2080012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>33.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>28.1</td>\n",
       "      <td>...</td>\n",
       "      <td>138.0</td>\n",
       "      <td>51.5</td>\n",
       "      <td>102.0</td>\n",
       "      <td>38.1</td>\n",
       "      <td>240.0</td>\n",
       "      <td>89.6</td>\n",
       "      <td>587.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>271.0</td>\n",
       "      <td>0.121771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2080012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>33.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>...</td>\n",
       "      <td>123.0</td>\n",
       "      <td>45.9</td>\n",
       "      <td>76.0</td>\n",
       "      <td>28.4</td>\n",
       "      <td>199.0</td>\n",
       "      <td>74.3</td>\n",
       "      <td>586.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>271.0</td>\n",
       "      <td>0.121771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Regional School District 13</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2130012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>56.0</td>\n",
       "      <td>44.4</td>\n",
       "      <td>21.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>77.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>552.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2130012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>114.0</td>\n",
       "      <td>90.5</td>\n",
       "      <td>574.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">New Fairfield School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0910011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>27.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>96.3</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>26.9</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>59.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>20.7</td>\n",
       "      <td>162.0</td>\n",
       "      <td>79.8</td>\n",
       "      <td>552.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>207.0</td>\n",
       "      <td>0.130435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0910011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>27.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>96.3</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>46.2</td>\n",
       "      <td>...</td>\n",
       "      <td>70.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>87.0</td>\n",
       "      <td>42.9</td>\n",
       "      <td>513.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>207.0</td>\n",
       "      <td>0.130435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Regional School District 09</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2090012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>32.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>58.6</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>44.6</td>\n",
       "      <td>56.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>69.6</td>\n",
       "      <td>578.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.134454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2090012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>32.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>...</td>\n",
       "      <td>112.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>203.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>592.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.134454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Tolland School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1420011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>28.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>96.4</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>22.2</td>\n",
       "      <td>...</td>\n",
       "      <td>118.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "      <td>0.134615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1420011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>28.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>96.4</td>\n",
       "      <td>27.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>40.7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>94.0</td>\n",
       "      <td>45.4</td>\n",
       "      <td>45.0</td>\n",
       "      <td>21.7</td>\n",
       "      <td>139.0</td>\n",
       "      <td>67.1</td>\n",
       "      <td>564.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "      <td>0.134615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Regional School District 18</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2180012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>51.0</td>\n",
       "      <td>45.1</td>\n",
       "      <td>48.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>99.0</td>\n",
       "      <td>87.6</td>\n",
       "      <td>596.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.0</td>\n",
       "      <td>0.135593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2180012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>56.0</td>\n",
       "      <td>49.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>79.0</td>\n",
       "      <td>69.9</td>\n",
       "      <td>569.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.0</td>\n",
       "      <td>0.135593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Somers School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1290011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>33.0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>93.0</td>\n",
       "      <td>79.5</td>\n",
       "      <td>552.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.136752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1290011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>57.0</td>\n",
       "      <td>49.1</td>\n",
       "      <td>536.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.136752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Regional School District 07</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2070012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>45.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>79.0</td>\n",
       "      <td>45.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>110.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>551.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.138728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2070012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>29.2</td>\n",
       "      <td>...</td>\n",
       "      <td>91.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>50.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>141.0</td>\n",
       "      <td>81.5</td>\n",
       "      <td>568.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.138728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Regional School District 10</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2100012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>92.9</td>\n",
       "      <td>26.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>57.7</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>42.3</td>\n",
       "      <td>40.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>123.0</td>\n",
       "      <td>62.8</td>\n",
       "      <td>558.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198.0</td>\n",
       "      <td>0.141414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2100012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>92.9</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>30.8</td>\n",
       "      <td>...</td>\n",
       "      <td>97.0</td>\n",
       "      <td>49.5</td>\n",
       "      <td>71.0</td>\n",
       "      <td>36.2</td>\n",
       "      <td>168.0</td>\n",
       "      <td>85.7</td>\n",
       "      <td>581.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198.0</td>\n",
       "      <td>0.141414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Regional School District 05</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2050012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>51.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>143.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>96.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>67.3</td>\n",
       "      <td>578.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>356.0</td>\n",
       "      <td>0.143258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2050012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>51.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>...</td>\n",
       "      <td>176.0</td>\n",
       "      <td>49.6</td>\n",
       "      <td>130.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>306.0</td>\n",
       "      <td>86.2</td>\n",
       "      <td>588.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>356.0</td>\n",
       "      <td>0.143258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Regional School District 05</th>\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 rowspan=\"2\" valign=\"top\">New London School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0950011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>218.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>200.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>86.0</td>\n",
       "      <td>39.8</td>\n",
       "      <td>467.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.931624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0950011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>218.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>199.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>37.0</td>\n",
       "      <td>17.2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>20.9</td>\n",
       "      <td>447.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.931624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Achievement First Hartford Academy Inc. District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>56.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>488.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>494.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Area Cooperative Educational Services</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>18.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Brooklyn School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0190011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0190011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Cooperative Educational Services</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2430014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2430014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">EdAdvance</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2420014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2420014\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Jumoke Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Norwich School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1040011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1040011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Path Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2930013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>383.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2930013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Stamford Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2820013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>35.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>71.4</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>366.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2820013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>35.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>71.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>360.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">The Bridge Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2690013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>443.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2690013\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>446.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Unified School District #1</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"3360015\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"3360015\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Unified School District #2</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"3470015\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>29.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>79.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>47.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>431.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"3470015\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>29.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>79.3</td>\n",
       "      <td>22.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>68.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>410.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Voluntown School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1470011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1470011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Winchester School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1620011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1620011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>296 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 District Code_hn  \\\n",
       "year    District                                         Subject                    \n",
       "2016-17 Weston School District                           ELA           =\"1570011\"   \n",
       "                                                         Math          =\"1570011\"   \n",
       "        Woodstock Academy District                       ELA           =\"9030022\"   \n",
       "                                                         Math          =\"9030022\"   \n",
       "        Ridgefield School District                       Math          =\"1180011\"   \n",
       "                                                         ELA           =\"1180011\"   \n",
       "        East Granby School District                      ELA           =\"0400011\"   \n",
       "                                                         Math          =\"0400011\"   \n",
       "        Newtown School District                          ELA           =\"0970011\"   \n",
       "                                                         Math          =\"0970011\"   \n",
       "        Regional School District 08                      ELA           =\"2080012\"   \n",
       "                                                         Math          =\"2080012\"   \n",
       "        Regional School District 13                      Math          =\"2130012\"   \n",
       "                                                         ELA           =\"2130012\"   \n",
       "        New Fairfield School District                    ELA           =\"0910011\"   \n",
       "                                                         Math          =\"0910011\"   \n",
       "        Regional School District 09                      Math          =\"2090012\"   \n",
       "                                                         ELA           =\"2090012\"   \n",
       "        Tolland School District                          ELA           =\"1420011\"   \n",
       "                                                         Math          =\"1420011\"   \n",
       "        Regional School District 18                      ELA           =\"2180012\"   \n",
       "                                                         Math          =\"2180012\"   \n",
       "        Somers School District                           ELA           =\"1290011\"   \n",
       "                                                         Math          =\"1290011\"   \n",
       "        Regional School District 07                      Math          =\"2070012\"   \n",
       "                                                         ELA           =\"2070012\"   \n",
       "        Regional School District 10                      Math          =\"2100012\"   \n",
       "                                                         ELA           =\"2100012\"   \n",
       "        Regional School District 05                      Math          =\"2050012\"   \n",
       "                                                         ELA           =\"2050012\"   \n",
       "...                                                                           ...   \n",
       "        New London School District                       ELA           =\"0950011\"   \n",
       "                                                         Math          =\"0950011\"   \n",
       "        Achievement First Hartford Academy Inc. District ELA           =\"2880013\"   \n",
       "                                                         Math          =\"2880013\"   \n",
       "        Area Cooperative Educational Services            ELA           =\"2440014\"   \n",
       "                                                         Math          =\"2440014\"   \n",
       "        Brooklyn School District                         ELA           =\"0190011\"   \n",
       "                                                         Math          =\"0190011\"   \n",
       "        Cooperative Educational Services                 ELA           =\"2430014\"   \n",
       "                                                         Math          =\"2430014\"   \n",
       "        EdAdvance                                        ELA           =\"2420014\"   \n",
       "                                                         Math          =\"2420014\"   \n",
       "        Jumoke Academy District                          ELA                  NaN   \n",
       "                                                         Math                 NaN   \n",
       "        Norwich School District                          ELA           =\"1040011\"   \n",
       "                                                         Math          =\"1040011\"   \n",
       "        Path Academy District                            ELA           =\"2930013\"   \n",
       "                                                         Math          =\"2930013\"   \n",
       "        Stamford Academy District                        ELA           =\"2820013\"   \n",
       "                                                         Math          =\"2820013\"   \n",
       "        The Bridge Academy District                      ELA           =\"2690013\"   \n",
       "                                                         Math          =\"2690013\"   \n",
       "        Unified School District #1                       ELA           =\"3360015\"   \n",
       "                                                         Math          =\"3360015\"   \n",
       "        Unified School District #2                       ELA           =\"3470015\"   \n",
       "                                                         Math          =\"3470015\"   \n",
       "        Voluntown School District                        ELA           =\"1470011\"   \n",
       "                                                         Math          =\"1470011\"   \n",
       "        Winchester School District                       ELA           =\"1620011\"   \n",
       "                                                         Math          =\"1620011\"   \n",
       "\n",
       "                                                                 High Needs (F, R, ELL or SWD)_hn  \\\n",
       "year    District                                         Subject                                    \n",
       "2016-17 Weston School District                           ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Woodstock Academy District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Ridgefield School District                       Math                                   Y   \n",
       "                                                         ELA                                    Y   \n",
       "        East Granby School District                      ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Newtown School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Regional School District 08                      ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Regional School District 13                      Math                                   Y   \n",
       "                                                         ELA                                    Y   \n",
       "        New Fairfield School District                    ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Regional School District 09                      Math                                   Y   \n",
       "                                                         ELA                                    Y   \n",
       "        Tolland School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Regional School District 18                      ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Somers School District                           ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Regional School District 07                      Math                                   Y   \n",
       "                                                         ELA                                    Y   \n",
       "        Regional School District 10                      Math                                   Y   \n",
       "                                                         ELA                                    Y   \n",
       "        Regional School District 05                      Math                                   Y   \n",
       "                                                         ELA                                    Y   \n",
       "...                                                                                           ...   \n",
       "        New London School District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Achievement First Hartford Academy Inc. District ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Area Cooperative Educational Services            ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Brooklyn School District                         ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Cooperative Educational Services                 ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        EdAdvance                                        ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Jumoke Academy District                          ELA                                  NaN   \n",
       "                                                         Math                                 NaN   \n",
       "        Norwich School District                          ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Path Academy District                            ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Stamford Academy District                        ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        The Bridge Academy District                      ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Unified School District #1                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Unified School District #2                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Voluntown School District                        ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "        Winchester School District                       ELA                                    Y   \n",
       "                                                         Math                                   Y   \n",
       "\n",
       "                                                                  Total Numberof Students_hn  \\\n",
       "year    District                                         Subject                               \n",
       "2016-17 Weston School District                           ELA                            16.0   \n",
       "                                                         Math                           16.0   \n",
       "        Woodstock Academy District                       ELA                            21.0   \n",
       "                                                         Math                           21.0   \n",
       "        Ridgefield School District                       Math                           41.0   \n",
       "                                                         ELA                            41.0   \n",
       "        East Granby School District                      ELA                             6.0   \n",
       "                                                         Math                            6.0   \n",
       "        Newtown School District                          ELA                            49.0   \n",
       "                                                         Math                           49.0   \n",
       "        Regional School District 08                      ELA                            33.0   \n",
       "                                                         Math                           33.0   \n",
       "        Regional School District 13                      Math                           16.0   \n",
       "                                                         ELA                            16.0   \n",
       "        New Fairfield School District                    ELA                            27.0   \n",
       "                                                         Math                           27.0   \n",
       "        Regional School District 09                      Math                           32.0   \n",
       "                                                         ELA                            32.0   \n",
       "        Tolland School District                          ELA                            28.0   \n",
       "                                                         Math                           28.0   \n",
       "        Regional School District 18                      ELA                            16.0   \n",
       "                                                         Math                           16.0   \n",
       "        Somers School District                           ELA                            16.0   \n",
       "                                                         Math                           16.0   \n",
       "        Regional School District 07                      Math                           24.0   \n",
       "                                                         ELA                            24.0   \n",
       "        Regional School District 10                      Math                           28.0   \n",
       "                                                         ELA                            28.0   \n",
       "        Regional School District 05                      Math                           51.0   \n",
       "                                                         ELA                            51.0   \n",
       "...                                                                                      ...   \n",
       "        New London School District                       ELA                           218.0   \n",
       "                                                         Math                          218.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA                            39.0   \n",
       "                                                         Math                           39.0   \n",
       "        Area Cooperative Educational Services            ELA                            18.0   \n",
       "                                                         Math                           18.0   \n",
       "        Brooklyn School District                         ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Cooperative Educational Services                 ELA                            16.0   \n",
       "                                                         Math                           16.0   \n",
       "        EdAdvance                                        ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Jumoke Academy District                          ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Norwich School District                          ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Path Academy District                            ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Stamford Academy District                        ELA                            35.0   \n",
       "                                                         Math                           35.0   \n",
       "        The Bridge Academy District                      ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Unified School District #1                       ELA                            68.0   \n",
       "                                                         Math                           68.0   \n",
       "        Unified School District #2                       ELA                            29.0   \n",
       "                                                         Math                           29.0   \n",
       "        Voluntown School District                        ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Winchester School District                       ELA                             7.0   \n",
       "                                                         Math                            7.0   \n",
       "\n",
       "                                                                  Total NumberTested_hn  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Weston School District                           ELA                       15.0   \n",
       "                                                         Math                      15.0   \n",
       "        Woodstock Academy District                       ELA                       21.0   \n",
       "                                                         Math                      21.0   \n",
       "        Ridgefield School District                       Math                      34.0   \n",
       "                                                         ELA                       34.0   \n",
       "        East Granby School District                      ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Newtown School District                          ELA                       43.0   \n",
       "                                                         Math                      43.0   \n",
       "        Regional School District 08                      ELA                       32.0   \n",
       "                                                         Math                      32.0   \n",
       "        Regional School District 13                      Math                      14.0   \n",
       "                                                         ELA                       14.0   \n",
       "        New Fairfield School District                    ELA                       26.0   \n",
       "                                                         Math                      26.0   \n",
       "        Regional School District 09                      Math                      29.0   \n",
       "                                                         ELA                       29.0   \n",
       "        Tolland School District                          ELA                       27.0   \n",
       "                                                         Math                      27.0   \n",
       "        Regional School District 18                      ELA                       13.0   \n",
       "                                                         Math                      13.0   \n",
       "        Somers School District                           ELA                       16.0   \n",
       "                                                         Math                      16.0   \n",
       "        Regional School District 07                      Math                      24.0   \n",
       "                                                         ELA                       24.0   \n",
       "        Regional School District 10                      Math                      26.0   \n",
       "                                                         ELA                       26.0   \n",
       "        Regional School District 05                      Math                      50.0   \n",
       "                                                         ELA                       50.0   \n",
       "...                                                                                 ...   \n",
       "        New London School District                       ELA                      200.0   \n",
       "                                                         Math                     200.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA                       39.0   \n",
       "                                                         Math                      39.0   \n",
       "        Area Cooperative Educational Services            ELA                       15.0   \n",
       "                                                         Math                      15.0   \n",
       "        Brooklyn School District                         ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Cooperative Educational Services                 ELA                       15.0   \n",
       "                                                         Math                      15.0   \n",
       "        EdAdvance                                        ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Jumoke Academy District                          ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Norwich School District                          ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Path Academy District                            ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Stamford Academy District                        ELA                       25.0   \n",
       "                                                         Math                      25.0   \n",
       "        The Bridge Academy District                      ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Unified School District #1                       ELA                        0.0   \n",
       "                                                         Math                       0.0   \n",
       "        Unified School District #2                       ELA                       23.0   \n",
       "                                                         Math                      23.0   \n",
       "        Voluntown School District                        ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Winchester School District                       ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "\n",
       "                                                                  Connecticut School Day SATParticipationRate_hn  \\\n",
       "year    District                                         Subject                                                   \n",
       "2016-17 Weston School District                           ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Woodstock Academy District                       ELA                                               100.0   \n",
       "                                                         Math                                              100.0   \n",
       "        Ridgefield School District                       Math                                               82.9   \n",
       "                                                         ELA                                                82.9   \n",
       "        East Granby School District                      ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Newtown School District                          ELA                                                87.8   \n",
       "                                                         Math                                               87.8   \n",
       "        Regional School District 08                      ELA                                                97.0   \n",
       "                                                         Math                                               97.0   \n",
       "        Regional School District 13                      Math                                                NaN   \n",
       "                                                         ELA                                                 NaN   \n",
       "        New Fairfield School District                    ELA                                                96.3   \n",
       "                                                         Math                                               96.3   \n",
       "        Regional School District 09                      Math                                               90.6   \n",
       "                                                         ELA                                                90.6   \n",
       "        Tolland School District                          ELA                                                96.4   \n",
       "                                                         Math                                               96.4   \n",
       "        Regional School District 18                      ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Somers School District                           ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Regional School District 07                      Math                                              100.0   \n",
       "                                                         ELA                                               100.0   \n",
       "        Regional School District 10                      Math                                               92.9   \n",
       "                                                         ELA                                                92.9   \n",
       "        Regional School District 05                      Math                                               98.0   \n",
       "                                                         ELA                                                98.0   \n",
       "...                                                                                                          ...   \n",
       "        New London School District                       ELA                                                91.7   \n",
       "                                                         Math                                               91.7   \n",
       "        Achievement First Hartford Academy Inc. District ELA                                               100.0   \n",
       "                                                         Math                                              100.0   \n",
       "        Area Cooperative Educational Services            ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Brooklyn School District                         ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Cooperative Educational Services                 ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        EdAdvance                                        ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Jumoke Academy District                          ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Norwich School District                          ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Path Academy District                            ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Stamford Academy District                        ELA                                                71.4   \n",
       "                                                         Math                                               71.4   \n",
       "        The Bridge Academy District                      ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Unified School District #1                       ELA                                                 0.0   \n",
       "                                                         Math                                                0.0   \n",
       "        Unified School District #2                       ELA                                                79.3   \n",
       "                                                         Math                                               79.3   \n",
       "        Voluntown School District                        ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "        Winchester School District                       ELA                                                 NaN   \n",
       "                                                         Math                                                NaN   \n",
       "\n",
       "                                                                  Total Numberwith Scored Tests_hn  \\\n",
       "year    District                                         Subject                                     \n",
       "2016-17 Weston School District                           ELA                                  15.0   \n",
       "                                                         Math                                 15.0   \n",
       "        Woodstock Academy District                       ELA                                  21.0   \n",
       "                                                         Math                                 21.0   \n",
       "        Ridgefield School District                       Math                                 33.0   \n",
       "                                                         ELA                                  34.0   \n",
       "        East Granby School District                      ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Newtown School District                          ELA                                  43.0   \n",
       "                                                         Math                                 43.0   \n",
       "        Regional School District 08                      ELA                                  32.0   \n",
       "                                                         Math                                 32.0   \n",
       "        Regional School District 13                      Math                                 14.0   \n",
       "                                                         ELA                                  14.0   \n",
       "        New Fairfield School District                    ELA                                  26.0   \n",
       "                                                         Math                                 26.0   \n",
       "        Regional School District 09                      Math                                 29.0   \n",
       "                                                         ELA                                  29.0   \n",
       "        Tolland School District                          ELA                                  27.0   \n",
       "                                                         Math                                 27.0   \n",
       "        Regional School District 18                      ELA                                  13.0   \n",
       "                                                         Math                                 13.0   \n",
       "        Somers School District                           ELA                                  16.0   \n",
       "                                                         Math                                 16.0   \n",
       "        Regional School District 07                      Math                                 24.0   \n",
       "                                                         ELA                                  24.0   \n",
       "        Regional School District 10                      Math                                 26.0   \n",
       "                                                         ELA                                  26.0   \n",
       "        Regional School District 05                      Math                                 50.0   \n",
       "                                                         ELA                                  50.0   \n",
       "...                                                                                            ...   \n",
       "        New London School District                       ELA                                 200.0   \n",
       "                                                         Math                                199.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA                                  39.0   \n",
       "                                                         Math                                 38.0   \n",
       "        Area Cooperative Educational Services            ELA                                  15.0   \n",
       "                                                         Math                                 13.0   \n",
       "        Brooklyn School District                         ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Cooperative Educational Services                 ELA                                  15.0   \n",
       "                                                         Math                                 15.0   \n",
       "        EdAdvance                                        ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Jumoke Academy District                          ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Norwich School District                          ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Path Academy District                            ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Stamford Academy District                        ELA                                  25.0   \n",
       "                                                         Math                                 23.0   \n",
       "        The Bridge Academy District                      ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Unified School District #1                       ELA                                   0.0   \n",
       "                                                         Math                                  0.0   \n",
       "        Unified School District #2                       ELA                                  23.0   \n",
       "                                                         Math                                 22.0   \n",
       "        Voluntown School District                        ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "        Winchester School District                       ELA                                   NaN   \n",
       "                                                         Math                                  NaN   \n",
       "\n",
       "                                                                  Level 1Not Met Count_hn  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Weston School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Woodstock Academy District                       ELA                         11.0   \n",
       "                                                         Math                        12.0   \n",
       "        Ridgefield School District                       Math                         NaN   \n",
       "                                                         ELA                          NaN   \n",
       "        East Granby School District                      ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Newtown School District                          ELA                         14.0   \n",
       "                                                         Math                        13.0   \n",
       "        Regional School District 08                      ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Regional School District 13                      Math                         NaN   \n",
       "                                                         ELA                          NaN   \n",
       "        New Fairfield School District                    ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Regional School District 09                      Math                         NaN   \n",
       "                                                         ELA                          NaN   \n",
       "        Tolland School District                          ELA                          NaN   \n",
       "                                                         Math                        11.0   \n",
       "        Regional School District 18                      ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Somers School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Regional School District 07                      Math                        11.0   \n",
       "                                                         ELA                          NaN   \n",
       "        Regional School District 10                      Math                         9.0   \n",
       "                                                         ELA                          NaN   \n",
       "        Regional School District 05                      Math                         9.0   \n",
       "                                                         ELA                          NaN   \n",
       "...                                                                                   ...   \n",
       "        New London School District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Achievement First Hartford Academy Inc. District ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Area Cooperative Educational Services            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Brooklyn School District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Cooperative Educational Services                 ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        EdAdvance                                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Jumoke Academy District                          ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Norwich School District                          ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Path Academy District                            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Stamford Academy District                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        The Bridge Academy District                      ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Unified School District #1                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Unified School District #2                       ELA                         11.0   \n",
       "                                                         Math                        15.0   \n",
       "        Voluntown School District                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Winchester School District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "\n",
       "                                                                  Level 1Not Met %_hn  \\\n",
       "year    District                                         Subject                        \n",
       "2016-17 Weston School District                           ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Woodstock Academy District                       ELA                     52.4   \n",
       "                                                         Math                    57.1   \n",
       "        Ridgefield School District                       Math                     NaN   \n",
       "                                                         ELA                      NaN   \n",
       "        East Granby School District                      ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Newtown School District                          ELA                     32.6   \n",
       "                                                         Math                    30.2   \n",
       "        Regional School District 08                      ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Regional School District 13                      Math                     NaN   \n",
       "                                                         ELA                      NaN   \n",
       "        New Fairfield School District                    ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Regional School District 09                      Math                     NaN   \n",
       "                                                         ELA                      NaN   \n",
       "        Tolland School District                          ELA                      NaN   \n",
       "                                                         Math                    40.7   \n",
       "        Regional School District 18                      ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Somers School District                           ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Regional School District 07                      Math                    45.8   \n",
       "                                                         ELA                      NaN   \n",
       "        Regional School District 10                      Math                    34.6   \n",
       "                                                         ELA                      NaN   \n",
       "        Regional School District 05                      Math                    18.0   \n",
       "                                                         ELA                      NaN   \n",
       "...                                                                               ...   \n",
       "        New London School District                       ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Achievement First Hartford Academy Inc. District ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Area Cooperative Educational Services            ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Brooklyn School District                         ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Cooperative Educational Services                 ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        EdAdvance                                        ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Jumoke Academy District                          ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Norwich School District                          ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Path Academy District                            ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Stamford Academy District                        ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        The Bridge Academy District                      ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Unified School District #1                       ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Unified School District #2                       ELA                     47.8   \n",
       "                                                         Math                    68.2   \n",
       "        Voluntown School District                        ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "        Winchester School District                       ELA                      NaN   \n",
       "                                                         Math                     NaN   \n",
       "\n",
       "                                                                  Level 2Approaching Count_hn  \\\n",
       "year    District                                         Subject                                \n",
       "2016-17 Weston School District                           ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Woodstock Academy District                       ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Ridgefield School District                       Math                            16.0   \n",
       "                                                         ELA                              8.0   \n",
       "        East Granby School District                      ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Newtown School District                          ELA                              NaN   \n",
       "                                                         Math                            16.0   \n",
       "        Regional School District 08                      ELA                              9.0   \n",
       "                                                         Math                            13.0   \n",
       "        Regional School District 13                      Math                             NaN   \n",
       "                                                         ELA                              NaN   \n",
       "        New Fairfield School District                    ELA                              7.0   \n",
       "                                                         Math                            12.0   \n",
       "        Regional School District 09                      Math                            17.0   \n",
       "                                                         ELA                              7.0   \n",
       "        Tolland School District                          ELA                              6.0   \n",
       "                                                         Math                             9.0   \n",
       "        Regional School District 18                      ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Somers School District                           ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Regional School District 07                      Math                             8.0   \n",
       "                                                         ELA                              7.0   \n",
       "        Regional School District 10                      Math                            15.0   \n",
       "                                                         ELA                              8.0   \n",
       "        Regional School District 05                      Math                            25.0   \n",
       "                                                         ELA                             21.0   \n",
       "...                                                                                       ...   \n",
       "        New London School District                       ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Achievement First Hartford Academy Inc. District ELA                             10.0   \n",
       "                                                         Math                            20.0   \n",
       "        Area Cooperative Educational Services            ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Brooklyn School District                         ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Cooperative Educational Services                 ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        EdAdvance                                        ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Jumoke Academy District                          ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Norwich School District                          ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Path Academy District                            ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Stamford Academy District                        ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        The Bridge Academy District                      ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Unified School District #1                       ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Unified School District #2                       ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Voluntown School District                        ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "        Winchester School District                       ELA                              NaN   \n",
       "                                                         Math                             NaN   \n",
       "\n",
       "                                                                  Level 2Approaching %_hn  \\\n",
       "year    District                                         Subject                            \n",
       "2016-17 Weston School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Woodstock Academy District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Ridgefield School District                       Math                        48.5   \n",
       "                                                         ELA                         23.5   \n",
       "        East Granby School District                      ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Newtown School District                          ELA                          NaN   \n",
       "                                                         Math                        37.2   \n",
       "        Regional School District 08                      ELA                         28.1   \n",
       "                                                         Math                        40.6   \n",
       "        Regional School District 13                      Math                         NaN   \n",
       "                                                         ELA                          NaN   \n",
       "        New Fairfield School District                    ELA                         26.9   \n",
       "                                                         Math                        46.2   \n",
       "        Regional School District 09                      Math                        58.6   \n",
       "                                                         ELA                         24.1   \n",
       "        Tolland School District                          ELA                         22.2   \n",
       "                                                         Math                        33.3   \n",
       "        Regional School District 18                      ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Somers School District                           ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Regional School District 07                      Math                        33.3   \n",
       "                                                         ELA                         29.2   \n",
       "        Regional School District 10                      Math                        57.7   \n",
       "                                                         ELA                         30.8   \n",
       "        Regional School District 05                      Math                        50.0   \n",
       "                                                         ELA                         42.0   \n",
       "...                                                                                   ...   \n",
       "        New London School District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Achievement First Hartford Academy Inc. District ELA                         25.6   \n",
       "                                                         Math                        52.6   \n",
       "        Area Cooperative Educational Services            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Brooklyn School District                         ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Cooperative Educational Services                 ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        EdAdvance                                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Jumoke Academy District                          ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Norwich School District                          ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Path Academy District                            ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Stamford Academy District                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        The Bridge Academy District                      ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Unified School District #1                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Unified School District #2                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Voluntown School District                        ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "        Winchester School District                       ELA                          NaN   \n",
       "                                                         Math                         NaN   \n",
       "\n",
       "                                                                    ...     \\\n",
       "year    District                                         Subject    ...      \n",
       "2016-17 Weston School District                           ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Woodstock Academy District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Ridgefield School District                       Math       ...      \n",
       "                                                         ELA        ...      \n",
       "        East Granby School District                      ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Newtown School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Regional School District 08                      ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Regional School District 13                      Math       ...      \n",
       "                                                         ELA        ...      \n",
       "        New Fairfield School District                    ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Regional School District 09                      Math       ...      \n",
       "                                                         ELA        ...      \n",
       "        Tolland School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Regional School District 18                      ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Somers School District                           ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Regional School District 07                      Math       ...      \n",
       "                                                         ELA        ...      \n",
       "        Regional School District 10                      Math       ...      \n",
       "                                                         ELA        ...      \n",
       "        Regional School District 05                      Math       ...      \n",
       "                                                         ELA        ...      \n",
       "...                                                                 ...      \n",
       "        New London School District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Achievement First Hartford Academy Inc. District ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Area Cooperative Educational Services            ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Brooklyn School District                         ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Cooperative Educational Services                 ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        EdAdvance                                        ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Jumoke Academy District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Norwich School District                          ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Path Academy District                            ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Stamford Academy District                        ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        The Bridge Academy District                      ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Unified School District #1                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Unified School District #2                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Voluntown School District                        ELA        ...      \n",
       "                                                         Math       ...      \n",
       "        Winchester School District                       ELA        ...      \n",
       "                                                         Math       ...      \n",
       "\n",
       "                                                                  Level 3Met Count  \\\n",
       "year    District                                         Subject                     \n",
       "2016-17 Weston School District                           ELA                  72.0   \n",
       "                                                         Math                 85.0   \n",
       "        Woodstock Academy District                       ELA                 136.0   \n",
       "                                                         Math                 92.0   \n",
       "        Ridgefield School District                       Math                173.0   \n",
       "                                                         ELA                 175.0   \n",
       "        East Granby School District                      ELA                  37.0   \n",
       "                                                         Math                 30.0   \n",
       "        Newtown School District                          ELA                 228.0   \n",
       "                                                         Math                197.0   \n",
       "        Regional School District 08                      ELA                 138.0   \n",
       "                                                         Math                123.0   \n",
       "        Regional School District 13                      Math                 56.0   \n",
       "                                                         ELA                  87.0   \n",
       "        New Fairfield School District                    ELA                 120.0   \n",
       "                                                         Math                 70.0   \n",
       "        Regional School District 09                      Math                100.0   \n",
       "                                                         ELA                 112.0   \n",
       "        Tolland School District                          ELA                 118.0   \n",
       "                                                         Math                 94.0   \n",
       "        Regional School District 18                      ELA                  51.0   \n",
       "                                                         Math                 56.0   \n",
       "        Somers School District                           ELA                  60.0   \n",
       "                                                         Math                 29.0   \n",
       "        Regional School District 07                      Math                 79.0   \n",
       "                                                         ELA                  91.0   \n",
       "        Regional School District 10                      Math                 83.0   \n",
       "                                                         ELA                  97.0   \n",
       "        Regional School District 05                      Math                143.0   \n",
       "                                                         ELA                 176.0   \n",
       "...                                                                            ...   \n",
       "        New London School District                       ELA                  69.0   \n",
       "                                                         Math                 37.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA                  22.0   \n",
       "                                                         Math                 13.0   \n",
       "        Area Cooperative Educational Services            ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Brooklyn School District                         ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Cooperative Educational Services                 ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        EdAdvance                                        ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Jumoke Academy District                          ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Norwich School District                          ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Path Academy District                            ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Stamford Academy District                        ELA                   0.0   \n",
       "                                                         Math                  0.0   \n",
       "        The Bridge Academy District                      ELA                  11.0   \n",
       "                                                         Math                  NaN   \n",
       "        Unified School District #1                       ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Unified School District #2                       ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Voluntown School District                        ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "        Winchester School District                       ELA                   NaN   \n",
       "                                                         Math                  NaN   \n",
       "\n",
       "                                                                  Level 3Met %  \\\n",
       "year    District                                         Subject                 \n",
       "2016-17 Weston School District                           ELA              36.0   \n",
       "                                                         Math             42.5   \n",
       "        Woodstock Academy District                       ELA              56.0   \n",
       "                                                         Math             37.9   \n",
       "        Ridgefield School District                       Math             43.4   \n",
       "                                                         ELA              43.8   \n",
       "        East Granby School District                      ELA              66.1   \n",
       "                                                         Math             53.6   \n",
       "        Newtown School District                          ELA              55.6   \n",
       "                                                         Math             48.0   \n",
       "        Regional School District 08                      ELA              51.5   \n",
       "                                                         Math             45.9   \n",
       "        Regional School District 13                      Math             44.4   \n",
       "                                                         ELA              69.0   \n",
       "        New Fairfield School District                    ELA              59.1   \n",
       "                                                         Math             34.5   \n",
       "        Regional School District 09                      Math             44.6   \n",
       "                                                         ELA              50.0   \n",
       "        Tolland School District                          ELA              57.0   \n",
       "                                                         Math             45.4   \n",
       "        Regional School District 18                      ELA              45.1   \n",
       "                                                         Math             49.6   \n",
       "        Somers School District                           ELA              51.3   \n",
       "                                                         Math             25.0   \n",
       "        Regional School District 07                      Math             45.7   \n",
       "                                                         ELA              52.6   \n",
       "        Regional School District 10                      Math             42.3   \n",
       "                                                         ELA              49.5   \n",
       "        Regional School District 05                      Math             40.3   \n",
       "                                                         ELA              49.6   \n",
       "...                                                                        ...   \n",
       "        New London School District                       ELA              31.9   \n",
       "                                                         Math             17.2   \n",
       "        Achievement First Hartford Academy Inc. District ELA              56.4   \n",
       "                                                         Math             34.2   \n",
       "        Area Cooperative Educational Services            ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Brooklyn School District                         ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Cooperative Educational Services                 ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        EdAdvance                                        ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Jumoke Academy District                          ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Norwich School District                          ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Path Academy District                            ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Stamford Academy District                        ELA               0.0   \n",
       "                                                         Math              0.0   \n",
       "        The Bridge Academy District                      ELA              28.9   \n",
       "                                                         Math              NaN   \n",
       "        Unified School District #1                       ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Unified School District #2                       ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Voluntown School District                        ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "        Winchester School District                       ELA               NaN   \n",
       "                                                         Math              NaN   \n",
       "\n",
       "                                                                  Level 4Exceeded Count  \\\n",
       "year    District                                         Subject                          \n",
       "2016-17 Weston School District                           ELA                      113.0   \n",
       "                                                         Math                      79.0   \n",
       "        Woodstock Academy District                       ELA                       61.0   \n",
       "                                                         Math                      40.0   \n",
       "        Ridgefield School District                       Math                     138.0   \n",
       "                                                         ELA                      197.0   \n",
       "        East Granby School District                      ELA                       11.0   \n",
       "                                                         Math                       NaN   \n",
       "        Newtown School District                          ELA                      132.0   \n",
       "                                                         Math                     103.0   \n",
       "        Regional School District 08                      ELA                      102.0   \n",
       "                                                         Math                      76.0   \n",
       "        Regional School District 13                      Math                      21.0   \n",
       "                                                         ELA                       27.0   \n",
       "        New Fairfield School District                    ELA                       42.0   \n",
       "                                                         Math                      17.0   \n",
       "        Regional School District 09                      Math                      56.0   \n",
       "                                                         ELA                       91.0   \n",
       "        Tolland School District                          ELA                       60.0   \n",
       "                                                         Math                      45.0   \n",
       "        Regional School District 18                      ELA                       48.0   \n",
       "                                                         Math                      23.0   \n",
       "        Somers School District                           ELA                       33.0   \n",
       "                                                         Math                      28.0   \n",
       "        Regional School District 07                      Math                      31.0   \n",
       "                                                         ELA                       50.0   \n",
       "        Regional School District 10                      Math                      40.0   \n",
       "                                                         ELA                       71.0   \n",
       "        Regional School District 05                      Math                      96.0   \n",
       "                                                         ELA                      130.0   \n",
       "...                                                                                 ...   \n",
       "        New London School District                       ELA                       17.0   \n",
       "                                                         Math                       8.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Area Cooperative Educational Services            ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Brooklyn School District                         ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Cooperative Educational Services                 ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        EdAdvance                                        ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Jumoke Academy District                          ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Norwich School District                          ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Path Academy District                            ELA                        0.0   \n",
       "                                                         Math                       NaN   \n",
       "        Stamford Academy District                        ELA                        0.0   \n",
       "                                                         Math                       0.0   \n",
       "        The Bridge Academy District                      ELA                        0.0   \n",
       "                                                         Math                       0.0   \n",
       "        Unified School District #1                       ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Unified School District #2                       ELA                        0.0   \n",
       "                                                         Math                       0.0   \n",
       "        Voluntown School District                        ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "        Winchester School District                       ELA                        NaN   \n",
       "                                                         Math                       NaN   \n",
       "\n",
       "                                                                  Level 4Exceeded %  \\\n",
       "year    District                                         Subject                      \n",
       "2016-17 Weston School District                           ELA                   56.5   \n",
       "                                                         Math                  39.5   \n",
       "        Woodstock Academy District                       ELA                   25.1   \n",
       "                                                         Math                  16.5   \n",
       "        Ridgefield School District                       Math                  34.6   \n",
       "                                                         ELA                   49.3   \n",
       "        East Granby School District                      ELA                   19.6   \n",
       "                                                         Math                   NaN   \n",
       "        Newtown School District                          ELA                   32.2   \n",
       "                                                         Math                  25.1   \n",
       "        Regional School District 08                      ELA                   38.1   \n",
       "                                                         Math                  28.4   \n",
       "        Regional School District 13                      Math                  16.7   \n",
       "                                                         ELA                   21.4   \n",
       "        New Fairfield School District                    ELA                   20.7   \n",
       "                                                         Math                   8.4   \n",
       "        Regional School District 09                      Math                  25.0   \n",
       "                                                         ELA                   40.6   \n",
       "        Tolland School District                          ELA                   29.0   \n",
       "                                                         Math                  21.7   \n",
       "        Regional School District 18                      ELA                   42.5   \n",
       "                                                         Math                  20.4   \n",
       "        Somers School District                           ELA                   28.2   \n",
       "                                                         Math                  24.1   \n",
       "        Regional School District 07                      Math                  17.9   \n",
       "                                                         ELA                   28.9   \n",
       "        Regional School District 10                      Math                  20.4   \n",
       "                                                         ELA                   36.2   \n",
       "        Regional School District 05                      Math                  27.0   \n",
       "                                                         ELA                   36.6   \n",
       "...                                                                             ...   \n",
       "        New London School District                       ELA                    7.9   \n",
       "                                                         Math                   3.7   \n",
       "        Achievement First Hartford Academy Inc. District ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Area Cooperative Educational Services            ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Brooklyn School District                         ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Cooperative Educational Services                 ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        EdAdvance                                        ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Jumoke Academy District                          ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Norwich School District                          ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Path Academy District                            ELA                    0.0   \n",
       "                                                         Math                   NaN   \n",
       "        Stamford Academy District                        ELA                    0.0   \n",
       "                                                         Math                   0.0   \n",
       "        The Bridge Academy District                      ELA                    0.0   \n",
       "                                                         Math                   0.0   \n",
       "        Unified School District #1                       ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Unified School District #2                       ELA                    0.0   \n",
       "                                                         Math                   0.0   \n",
       "        Voluntown School District                        ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "        Winchester School District                       ELA                    NaN   \n",
       "                                                         Math                   NaN   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded Count  \\\n",
       "year    District                                         Subject                                   \n",
       "2016-17 Weston School District                           ELA                               185.0   \n",
       "                                                         Math                              164.0   \n",
       "        Woodstock Academy District                       ELA                               197.0   \n",
       "                                                         Math                              132.0   \n",
       "        Ridgefield School District                       Math                              311.0   \n",
       "                                                         ELA                               372.0   \n",
       "        East Granby School District                      ELA                                48.0   \n",
       "                                                         Math                                NaN   \n",
       "        Newtown School District                          ELA                               360.0   \n",
       "                                                         Math                              300.0   \n",
       "        Regional School District 08                      ELA                               240.0   \n",
       "                                                         Math                              199.0   \n",
       "        Regional School District 13                      Math                               77.0   \n",
       "                                                         ELA                               114.0   \n",
       "        New Fairfield School District                    ELA                               162.0   \n",
       "                                                         Math                               87.0   \n",
       "        Regional School District 09                      Math                              156.0   \n",
       "                                                         ELA                               203.0   \n",
       "        Tolland School District                          ELA                               178.0   \n",
       "                                                         Math                              139.0   \n",
       "        Regional School District 18                      ELA                                99.0   \n",
       "                                                         Math                               79.0   \n",
       "        Somers School District                           ELA                                93.0   \n",
       "                                                         Math                               57.0   \n",
       "        Regional School District 07                      Math                              110.0   \n",
       "                                                         ELA                               141.0   \n",
       "        Regional School District 10                      Math                              123.0   \n",
       "                                                         ELA                               168.0   \n",
       "        Regional School District 05                      Math                              239.0   \n",
       "                                                         ELA                               306.0   \n",
       "...                                                                                          ...   \n",
       "        New London School District                       ELA                                86.0   \n",
       "                                                         Math                               45.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Area Cooperative Educational Services            ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Brooklyn School District                         ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Cooperative Educational Services                 ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        EdAdvance                                        ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Jumoke Academy District                          ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Norwich School District                          ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Path Academy District                            ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Stamford Academy District                        ELA                                 0.0   \n",
       "                                                         Math                                0.0   \n",
       "        The Bridge Academy District                      ELA                                11.0   \n",
       "                                                         Math                                NaN   \n",
       "        Unified School District #1                       ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Unified School District #2                       ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Voluntown School District                        ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "        Winchester School District                       ELA                                 NaN   \n",
       "                                                         Math                                NaN   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded %  \\\n",
       "year    District                                         Subject                               \n",
       "2016-17 Weston School District                           ELA                            92.5   \n",
       "                                                         Math                           82.0   \n",
       "        Woodstock Academy District                       ELA                            81.1   \n",
       "                                                         Math                           54.3   \n",
       "        Ridgefield School District                       Math                           77.9   \n",
       "                                                         ELA                            93.0   \n",
       "        East Granby School District                      ELA                            85.7   \n",
       "                                                         Math                            NaN   \n",
       "        Newtown School District                          ELA                            87.8   \n",
       "                                                         Math                           73.2   \n",
       "        Regional School District 08                      ELA                            89.6   \n",
       "                                                         Math                           74.3   \n",
       "        Regional School District 13                      Math                           61.1   \n",
       "                                                         ELA                            90.5   \n",
       "        New Fairfield School District                    ELA                            79.8   \n",
       "                                                         Math                           42.9   \n",
       "        Regional School District 09                      Math                           69.6   \n",
       "                                                         ELA                            90.6   \n",
       "        Tolland School District                          ELA                            86.0   \n",
       "                                                         Math                           67.1   \n",
       "        Regional School District 18                      ELA                            87.6   \n",
       "                                                         Math                           69.9   \n",
       "        Somers School District                           ELA                            79.5   \n",
       "                                                         Math                           49.1   \n",
       "        Regional School District 07                      Math                           63.6   \n",
       "                                                         ELA                            81.5   \n",
       "        Regional School District 10                      Math                           62.8   \n",
       "                                                         ELA                            85.7   \n",
       "        Regional School District 05                      Math                           67.3   \n",
       "                                                         ELA                            86.2   \n",
       "...                                                                                      ...   \n",
       "        New London School District                       ELA                            39.8   \n",
       "                                                         Math                           20.9   \n",
       "        Achievement First Hartford Academy Inc. District ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Area Cooperative Educational Services            ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Brooklyn School District                         ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Cooperative Educational Services                 ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        EdAdvance                                        ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Jumoke Academy District                          ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Norwich School District                          ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Path Academy District                            ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Stamford Academy District                        ELA                             0.0   \n",
       "                                                         Math                            0.0   \n",
       "        The Bridge Academy District                      ELA                            28.9   \n",
       "                                                         Math                            NaN   \n",
       "        Unified School District #1                       ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Unified School District #2                       ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Voluntown School District                        ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "        Winchester School District                       ELA                             NaN   \n",
       "                                                         Math                            NaN   \n",
       "\n",
       "                                                                  Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                                         Subject                                          \n",
       "2016-17 Weston School District                           ELA                                      626.0   \n",
       "                                                         Math                                     613.0   \n",
       "        Woodstock Academy District                       ELA                                      555.0   \n",
       "                                                         Math                                     535.0   \n",
       "        Ridgefield School District                       Math                                     600.0   \n",
       "                                                         ELA                                      613.0   \n",
       "        East Granby School District                      ELA                                      569.0   \n",
       "                                                         Math                                     547.0   \n",
       "        Newtown School District                          ELA                                      580.0   \n",
       "                                                         Math                                     578.0   \n",
       "        Regional School District 08                      ELA                                      587.0   \n",
       "                                                         Math                                     586.0   \n",
       "        Regional School District 13                      Math                                     552.0   \n",
       "                                                         ELA                                      574.0   \n",
       "        New Fairfield School District                    ELA                                      552.0   \n",
       "                                                         Math                                     513.0   \n",
       "        Regional School District 09                      Math                                     578.0   \n",
       "                                                         ELA                                      592.0   \n",
       "        Tolland School District                          ELA                                      568.0   \n",
       "                                                         Math                                     564.0   \n",
       "        Regional School District 18                      ELA                                      596.0   \n",
       "                                                         Math                                     569.0   \n",
       "        Somers School District                           ELA                                      552.0   \n",
       "                                                         Math                                     536.0   \n",
       "        Regional School District 07                      Math                                     551.0   \n",
       "                                                         ELA                                      568.0   \n",
       "        Regional School District 10                      Math                                     558.0   \n",
       "                                                         ELA                                      581.0   \n",
       "        Regional School District 05                      Math                                     578.0   \n",
       "                                                         ELA                                      588.0   \n",
       "...                                                                                                 ...   \n",
       "        New London School District                       ELA                                      467.0   \n",
       "                                                         Math                                     447.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA                                      488.0   \n",
       "                                                         Math                                     494.0   \n",
       "        Area Cooperative Educational Services            ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Brooklyn School District                         ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Cooperative Educational Services                 ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        EdAdvance                                        ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Jumoke Academy District                          ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Norwich School District                          ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Path Academy District                            ELA                                      383.0   \n",
       "                                                         Math                                       NaN   \n",
       "        Stamford Academy District                        ELA                                      366.0   \n",
       "                                                         Math                                     360.0   \n",
       "        The Bridge Academy District                      ELA                                      443.0   \n",
       "                                                         Math                                     446.0   \n",
       "        Unified School District #1                       ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Unified School District #2                       ELA                                      431.0   \n",
       "                                                         Math                                     410.0   \n",
       "        Voluntown School District                        ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "        Winchester School District                       ELA                                        NaN   \n",
       "                                                         Math                                       NaN   \n",
       "\n",
       "                                                                 subj  \\\n",
       "year    District                                         Subject        \n",
       "2016-17 Weston School District                           ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Woodstock Academy District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Ridgefield School District                       Math     NaN   \n",
       "                                                         ELA      NaN   \n",
       "        East Granby School District                      ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Newtown School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Regional School District 08                      ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Regional School District 13                      Math     NaN   \n",
       "                                                         ELA      NaN   \n",
       "        New Fairfield School District                    ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Regional School District 09                      Math     NaN   \n",
       "                                                         ELA      NaN   \n",
       "        Tolland School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Regional School District 18                      ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Somers School District                           ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Regional School District 07                      Math     NaN   \n",
       "                                                         ELA      NaN   \n",
       "        Regional School District 10                      Math     NaN   \n",
       "                                                         ELA      NaN   \n",
       "        Regional School District 05                      Math     NaN   \n",
       "                                                         ELA      NaN   \n",
       "...                                                               ...   \n",
       "        New London School District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Achievement First Hartford Academy Inc. District ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Area Cooperative Educational Services            ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Brooklyn School District                         ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Cooperative Educational Services                 ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        EdAdvance                                        ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Jumoke Academy District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Norwich School District                          ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Path Academy District                            ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Stamford Academy District                        ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        The Bridge Academy District                      ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Unified School District #1                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Unified School District #2                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Voluntown School District                        ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "        Winchester School District                       ELA      NaN   \n",
       "                                                         Math     NaN   \n",
       "\n",
       "                                                                 total_tests  \\\n",
       "year    District                                         Subject               \n",
       "2016-17 Weston School District                           ELA           204.0   \n",
       "                                                         Math          204.0   \n",
       "        Woodstock Academy District                       ELA           246.0   \n",
       "                                                         Math          246.0   \n",
       "        Ridgefield School District                       Math          420.0   \n",
       "                                                         ELA           420.0   \n",
       "        East Granby School District                      ELA            58.0   \n",
       "                                                         Math           58.0   \n",
       "        Newtown School District                          ELA           420.0   \n",
       "                                                         Math          420.0   \n",
       "        Regional School District 08                      ELA           271.0   \n",
       "                                                         Math          271.0   \n",
       "        Regional School District 13                      Math          128.0   \n",
       "                                                         ELA           128.0   \n",
       "        New Fairfield School District                    ELA           207.0   \n",
       "                                                         Math          207.0   \n",
       "        Regional School District 09                      Math          238.0   \n",
       "                                                         ELA           238.0   \n",
       "        Tolland School District                          ELA           208.0   \n",
       "                                                         Math          208.0   \n",
       "        Regional School District 18                      ELA           118.0   \n",
       "                                                         Math          118.0   \n",
       "        Somers School District                           ELA           117.0   \n",
       "                                                         Math          117.0   \n",
       "        Regional School District 07                      Math          173.0   \n",
       "                                                         ELA           173.0   \n",
       "        Regional School District 10                      Math          198.0   \n",
       "                                                         ELA           198.0   \n",
       "        Regional School District 05                      Math          356.0   \n",
       "                                                         ELA           356.0   \n",
       "...                                                                      ...   \n",
       "        New London School District                       ELA           234.0   \n",
       "                                                         Math          234.0   \n",
       "        Achievement First Hartford Academy Inc. District ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Area Cooperative Educational Services            ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Brooklyn School District                         ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Cooperative Educational Services                 ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        EdAdvance                                        ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Jumoke Academy District                          ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Norwich School District                          ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Path Academy District                            ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Stamford Academy District                        ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        The Bridge Academy District                      ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Unified School District #1                       ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Unified School District #2                       ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Voluntown School District                        ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "        Winchester School District                       ELA             NaN   \n",
       "                                                         Math            NaN   \n",
       "\n",
       "                                                                    pct_hn  \n",
       "year    District                                         Subject            \n",
       "2016-17 Weston School District                           ELA      0.078431  \n",
       "                                                         Math     0.078431  \n",
       "        Woodstock Academy District                       ELA      0.085366  \n",
       "                                                         Math     0.085366  \n",
       "        Ridgefield School District                       Math     0.097619  \n",
       "                                                         ELA      0.097619  \n",
       "        East Granby School District                      ELA      0.103448  \n",
       "                                                         Math     0.103448  \n",
       "        Newtown School District                          ELA      0.116667  \n",
       "                                                         Math     0.116667  \n",
       "        Regional School District 08                      ELA      0.121771  \n",
       "                                                         Math     0.121771  \n",
       "        Regional School District 13                      Math     0.125000  \n",
       "                                                         ELA      0.125000  \n",
       "        New Fairfield School District                    ELA      0.130435  \n",
       "                                                         Math     0.130435  \n",
       "        Regional School District 09                      Math     0.134454  \n",
       "                                                         ELA      0.134454  \n",
       "        Tolland School District                          ELA      0.134615  \n",
       "                                                         Math     0.134615  \n",
       "        Regional School District 18                      ELA      0.135593  \n",
       "                                                         Math     0.135593  \n",
       "        Somers School District                           ELA      0.136752  \n",
       "                                                         Math     0.136752  \n",
       "        Regional School District 07                      Math     0.138728  \n",
       "                                                         ELA      0.138728  \n",
       "        Regional School District 10                      Math     0.141414  \n",
       "                                                         ELA      0.141414  \n",
       "        Regional School District 05                      Math     0.143258  \n",
       "                                                         ELA      0.143258  \n",
       "...                                                                    ...  \n",
       "        New London School District                       ELA      0.931624  \n",
       "                                                         Math     0.931624  \n",
       "        Achievement First Hartford Academy Inc. District ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Area Cooperative Educational Services            ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Brooklyn School District                         ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Cooperative Educational Services                 ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        EdAdvance                                        ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Jumoke Academy District                          ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Norwich School District                          ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Path Academy District                            ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Stamford Academy District                        ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        The Bridge Academy District                      ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Unified School District #1                       ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Unified School District #2                       ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Voluntown School District                        ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "        Winchester School District                       ELA           NaN  \n",
       "                                                         Math          NaN  \n",
       "\n",
       "[296 rows x 55 columns]"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df.sort_values(by=\"pct_hn\",ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    268.000000\n",
       "mean       0.333671\n",
       "std        0.185746\n",
       "min        0.078431\n",
       "25%        0.189873\n",
       "50%        0.264214\n",
       "75%        0.470588\n",
       "max        0.931624\n",
       "Name: pct_hn, dtype: float64"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[\"pct_hn\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30.0     82\n",
       "20.0     64\n",
       "50.0     36\n",
       "60.0     30\n",
       "40.0     26\n",
       "70.0     10\n",
       "80.0      8\n",
       "10.0      6\n",
       "90.0      4\n",
       "100.0     2\n",
       "Name: pct_hn_bucket, dtype: int64"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[\"pct_hn_bucket\"] = (both_df[\"pct_hn\"] * 10).apply(lambda x: np.ceil(x)) * 10\n",
    "both_df[\"pct_hn_bucket\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Level 1Not Met Count</th>\n",
       "      <th>Total Numberof Students</th>\n",
       "      <th>pct</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pct_hn_bucket</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>72.0</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>0.041379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>781.0</td>\n",
       "      <td>15216.0</td>\n",
       "      <td>0.051328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0</th>\n",
       "      <td>1941.0</td>\n",
       "      <td>21166.0</td>\n",
       "      <td>0.091704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0</th>\n",
       "      <td>532.0</td>\n",
       "      <td>4086.0</td>\n",
       "      <td>0.130201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.0</th>\n",
       "      <td>2153.0</td>\n",
       "      <td>9572.0</td>\n",
       "      <td>0.224927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.0</th>\n",
       "      <td>3466.0</td>\n",
       "      <td>13672.0</td>\n",
       "      <td>0.253511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0</th>\n",
       "      <td>1663.0</td>\n",
       "      <td>4328.0</td>\n",
       "      <td>0.384242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80.0</th>\n",
       "      <td>3114.0</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>0.399231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90.0</th>\n",
       "      <td>562.0</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>0.428354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0</th>\n",
       "      <td>161.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>0.344017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Level 1Not Met Count  Total Numberof Students       pct\n",
       "pct_hn_bucket                                                         \n",
       "10.0                           72.0                   1740.0  0.041379\n",
       "20.0                          781.0                  15216.0  0.051328\n",
       "30.0                         1941.0                  21166.0  0.091704\n",
       "40.0                          532.0                   4086.0  0.130201\n",
       "50.0                         2153.0                   9572.0  0.224927\n",
       "60.0                         3466.0                  13672.0  0.253511\n",
       "70.0                         1663.0                   4328.0  0.384242\n",
       "80.0                         3114.0                   7800.0  0.399231\n",
       "90.0                          562.0                   1312.0  0.428354\n",
       "100.0                         161.0                    468.0  0.344017"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bucket_stats = both_df.groupby(\"pct_hn_bucket\").agg({\"Level 1Not Met Count\":np.sum,\"Total Numberof Students\":np.sum})\n",
    "bucket_stats[\"pct\"] = bucket_stats[\"Level 1Not Met Count\"] / bucket_stats[\"Total Numberof Students\"]\n",
    "bucket_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code_hn</th>\n",
       "      <th>High Needs (F, R, ELL or SWD)_hn</th>\n",
       "      <th>Total Numberof Students_hn</th>\n",
       "      <th>Total NumberTested_hn</th>\n",
       "      <th>Connecticut School Day SATParticipationRate_hn</th>\n",
       "      <th>Total Numberwith Scored Tests_hn</th>\n",
       "      <th>Level 1Not Met Count_hn</th>\n",
       "      <th>Level 1Not Met %_hn</th>\n",
       "      <th>Level 2Approaching Count_hn</th>\n",
       "      <th>Level 2Approaching %_hn</th>\n",
       "      <th>...</th>\n",
       "      <th>Level 3Met %</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "      <th>total_tests</th>\n",
       "      <th>pct_hn</th>\n",
       "      <th>pct_hn_bucket</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">New Britain School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0890011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>434.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>88.5</td>\n",
       "      <td>384.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>53.6</td>\n",
       "      <td>93.0</td>\n",
       "      <td>24.2</td>\n",
       "      <td>...</td>\n",
       "      <td>25.2</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>28.1</td>\n",
       "      <td>435.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>529.0</td>\n",
       "      <td>0.820416</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0890011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>434.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>88.5</td>\n",
       "      <td>383.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>55.9</td>\n",
       "      <td>149.0</td>\n",
       "      <td>38.9</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.0</td>\n",
       "      <td>9.3</td>\n",
       "      <td>420.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>529.0</td>\n",
       "      <td>0.820416</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">New London School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0950011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>218.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>200.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>31.9</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>86.0</td>\n",
       "      <td>39.8</td>\n",
       "      <td>467.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.931624</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0950011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>218.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>199.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>17.2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>20.9</td>\n",
       "      <td>447.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.931624</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Windham School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1630011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>107.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>96.3</td>\n",
       "      <td>103.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>32.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>47.0</td>\n",
       "      <td>38.2</td>\n",
       "      <td>453.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>0.842520</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1630011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>107.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>96.3</td>\n",
       "      <td>103.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>47.6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.4</td>\n",
       "      <td>433.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>0.842520</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            District Code_hn  \\\n",
       "year    District                    Subject                    \n",
       "2016-17 New Britain School District ELA           =\"0890011\"   \n",
       "                                    Math          =\"0890011\"   \n",
       "        New London School District  ELA           =\"0950011\"   \n",
       "                                    Math          =\"0950011\"   \n",
       "        Windham School District     ELA           =\"1630011\"   \n",
       "                                    Math          =\"1630011\"   \n",
       "\n",
       "                                            High Needs (F, R, ELL or SWD)_hn  \\\n",
       "year    District                    Subject                                    \n",
       "2016-17 New Britain School District ELA                                    Y   \n",
       "                                    Math                                   Y   \n",
       "        New London School District  ELA                                    Y   \n",
       "                                    Math                                   Y   \n",
       "        Windham School District     ELA                                    Y   \n",
       "                                    Math                                   Y   \n",
       "\n",
       "                                             Total Numberof Students_hn  \\\n",
       "year    District                    Subject                               \n",
       "2016-17 New Britain School District ELA                           434.0   \n",
       "                                    Math                          434.0   \n",
       "        New London School District  ELA                           218.0   \n",
       "                                    Math                          218.0   \n",
       "        Windham School District     ELA                           107.0   \n",
       "                                    Math                          107.0   \n",
       "\n",
       "                                             Total NumberTested_hn  \\\n",
       "year    District                    Subject                          \n",
       "2016-17 New Britain School District ELA                      384.0   \n",
       "                                    Math                     384.0   \n",
       "        New London School District  ELA                      200.0   \n",
       "                                    Math                     200.0   \n",
       "        Windham School District     ELA                      103.0   \n",
       "                                    Math                     103.0   \n",
       "\n",
       "                                             Connecticut School Day SATParticipationRate_hn  \\\n",
       "year    District                    Subject                                                   \n",
       "2016-17 New Britain School District ELA                                                88.5   \n",
       "                                    Math                                               88.5   \n",
       "        New London School District  ELA                                                91.7   \n",
       "                                    Math                                               91.7   \n",
       "        Windham School District     ELA                                                96.3   \n",
       "                                    Math                                               96.3   \n",
       "\n",
       "                                             Total Numberwith Scored Tests_hn  \\\n",
       "year    District                    Subject                                     \n",
       "2016-17 New Britain School District ELA                                 384.0   \n",
       "                                    Math                                383.0   \n",
       "        New London School District  ELA                                 200.0   \n",
       "                                    Math                                199.0   \n",
       "        Windham School District     ELA                                 103.0   \n",
       "                                    Math                                103.0   \n",
       "\n",
       "                                             Level 1Not Met Count_hn  \\\n",
       "year    District                    Subject                            \n",
       "2016-17 New Britain School District ELA                        206.0   \n",
       "                                    Math                       214.0   \n",
       "        New London School District  ELA                          NaN   \n",
       "                                    Math                         NaN   \n",
       "        Windham School District     ELA                          NaN   \n",
       "                                    Math                         NaN   \n",
       "\n",
       "                                             Level 1Not Met %_hn  \\\n",
       "year    District                    Subject                        \n",
       "2016-17 New Britain School District ELA                     53.6   \n",
       "                                    Math                    55.9   \n",
       "        New London School District  ELA                      NaN   \n",
       "                                    Math                     NaN   \n",
       "        Windham School District     ELA                      NaN   \n",
       "                                    Math                     NaN   \n",
       "\n",
       "                                             Level 2Approaching Count_hn  \\\n",
       "year    District                    Subject                                \n",
       "2016-17 New Britain School District ELA                             93.0   \n",
       "                                    Math                           149.0   \n",
       "        New London School District  ELA                              NaN   \n",
       "                                    Math                             NaN   \n",
       "        Windham School District     ELA                              NaN   \n",
       "                                    Math                            49.0   \n",
       "\n",
       "                                             Level 2Approaching %_hn  \\\n",
       "year    District                    Subject                            \n",
       "2016-17 New Britain School District ELA                         24.2   \n",
       "                                    Math                        38.9   \n",
       "        New London School District  ELA                          NaN   \n",
       "                                    Math                         NaN   \n",
       "        Windham School District     ELA                          NaN   \n",
       "                                    Math                        47.6   \n",
       "\n",
       "                                                 ...       Level 3Met %  \\\n",
       "year    District                    Subject      ...                      \n",
       "2016-17 New Britain School District ELA          ...               25.2   \n",
       "                                    Math         ...                NaN   \n",
       "        New London School District  ELA          ...               31.9   \n",
       "                                    Math         ...               17.2   \n",
       "        Windham School District     ELA          ...               32.5   \n",
       "                                    Math         ...                NaN   \n",
       "\n",
       "                                             Level 4Exceeded Count  \\\n",
       "year    District                    Subject                          \n",
       "2016-17 New Britain School District ELA                       14.0   \n",
       "                                    Math                       NaN   \n",
       "        New London School District  ELA                       17.0   \n",
       "                                    Math                       8.0   \n",
       "        Windham School District     ELA                        7.0   \n",
       "                                    Math                       NaN   \n",
       "\n",
       "                                             Level 4Exceeded %  \\\n",
       "year    District                    Subject                      \n",
       "2016-17 New Britain School District ELA                    3.0   \n",
       "                                    Math                   NaN   \n",
       "        New London School District  ELA                    7.9   \n",
       "                                    Math                   3.7   \n",
       "        Windham School District     ELA                    5.7   \n",
       "                                    Math                   NaN   \n",
       "\n",
       "                                             Level 3&4Met or Exceeded Count  \\\n",
       "year    District                    Subject                                   \n",
       "2016-17 New Britain School District ELA                               133.0   \n",
       "                                    Math                               44.0   \n",
       "        New London School District  ELA                                86.0   \n",
       "                                    Math                               45.0   \n",
       "        Windham School District     ELA                                47.0   \n",
       "                                    Math                               14.0   \n",
       "\n",
       "                                             Level 3&4Met or Exceeded %  \\\n",
       "year    District                    Subject                               \n",
       "2016-17 New Britain School District ELA                            28.1   \n",
       "                                    Math                            9.3   \n",
       "        New London School District  ELA                            39.8   \n",
       "                                    Math                           20.9   \n",
       "        Windham School District     ELA                            38.2   \n",
       "                                    Math                           11.4   \n",
       "\n",
       "                                             Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                    Subject                                          \n",
       "2016-17 New Britain School District ELA                                      435.0   \n",
       "                                    Math                                     420.0   \n",
       "        New London School District  ELA                                      467.0   \n",
       "                                    Math                                     447.0   \n",
       "        Windham School District     ELA                                      453.0   \n",
       "                                    Math                                     433.0   \n",
       "\n",
       "                                             subj total_tests    pct_hn  \\\n",
       "year    District                    Subject                               \n",
       "2016-17 New Britain School District ELA       NaN       529.0  0.820416   \n",
       "                                    Math      NaN       529.0  0.820416   \n",
       "        New London School District  ELA       NaN       234.0  0.931624   \n",
       "                                    Math      NaN       234.0  0.931624   \n",
       "        Windham School District     ELA       NaN       127.0  0.842520   \n",
       "                                    Math      NaN       127.0  0.842520   \n",
       "\n",
       "                                            pct_hn_bucket  \n",
       "year    District                    Subject                \n",
       "2016-17 New Britain School District ELA              90.0  \n",
       "                                    Math             90.0  \n",
       "        New London School District  ELA             100.0  \n",
       "                                    Math            100.0  \n",
       "        Windham School District     ELA              90.0  \n",
       "                                    Math             90.0  \n",
       "\n",
       "[6 rows x 56 columns]"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[both_df[\"pct_hn_bucket\"] >= 90]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code_hn</th>\n",
       "      <th>High Needs (F, R, ELL or SWD)_hn</th>\n",
       "      <th>Total Numberof Students_hn</th>\n",
       "      <th>Total NumberTested_hn</th>\n",
       "      <th>Connecticut School Day SATParticipationRate_hn</th>\n",
       "      <th>Total Numberwith Scored Tests_hn</th>\n",
       "      <th>Level 1Not Met Count_hn</th>\n",
       "      <th>Level 1Not Met %_hn</th>\n",
       "      <th>Level 2Approaching Count_hn</th>\n",
       "      <th>Level 2Approaching %_hn</th>\n",
       "      <th>...</th>\n",
       "      <th>Level 3Met %</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "      <th>total_tests</th>\n",
       "      <th>pct_hn</th>\n",
       "      <th>pct_hn_bucket</th>\n",
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       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2016-17</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ridgefield School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1180011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>41.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>...</td>\n",
       "      <td>43.8</td>\n",
       "      <td>197.0</td>\n",
       "      <td>49.3</td>\n",
       "      <td>372.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>613.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.097619</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1180011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>41.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>...</td>\n",
       "      <td>43.4</td>\n",
       "      <td>138.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>311.0</td>\n",
       "      <td>77.9</td>\n",
       "      <td>600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.097619</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Weston School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>36.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>626.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.078431</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.5</td>\n",
       "      <td>79.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>164.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>613.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.078431</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Woodstock Academy District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>52.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>56.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>197.0</td>\n",
       "      <td>81.1</td>\n",
       "      <td>555.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.0</td>\n",
       "      <td>0.085366</td>\n",
       "      <td>10.0</td>\n",
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       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>57.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>37.9</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>132.0</td>\n",
       "      <td>54.3</td>\n",
       "      <td>535.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.0</td>\n",
       "      <td>0.085366</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           District Code_hn  \\\n",
       "year    District                   Subject                    \n",
       "2016-17 Ridgefield School District ELA           =\"1180011\"   \n",
       "                                   Math          =\"1180011\"   \n",
       "        Weston School District     ELA           =\"1570011\"   \n",
       "                                   Math          =\"1570011\"   \n",
       "        Woodstock Academy District ELA           =\"9030022\"   \n",
       "                                   Math          =\"9030022\"   \n",
       "\n",
       "                                           High Needs (F, R, ELL or SWD)_hn  \\\n",
       "year    District                   Subject                                    \n",
       "2016-17 Ridgefield School District ELA                                    Y   \n",
       "                                   Math                                   Y   \n",
       "        Weston School District     ELA                                    Y   \n",
       "                                   Math                                   Y   \n",
       "        Woodstock Academy District ELA                                    Y   \n",
       "                                   Math                                   Y   \n",
       "\n",
       "                                            Total Numberof Students_hn  \\\n",
       "year    District                   Subject                               \n",
       "2016-17 Ridgefield School District ELA                            41.0   \n",
       "                                   Math                           41.0   \n",
       "        Weston School District     ELA                            16.0   \n",
       "                                   Math                           16.0   \n",
       "        Woodstock Academy District ELA                            21.0   \n",
       "                                   Math                           21.0   \n",
       "\n",
       "                                            Total NumberTested_hn  \\\n",
       "year    District                   Subject                          \n",
       "2016-17 Ridgefield School District ELA                       34.0   \n",
       "                                   Math                      34.0   \n",
       "        Weston School District     ELA                       15.0   \n",
       "                                   Math                      15.0   \n",
       "        Woodstock Academy District ELA                       21.0   \n",
       "                                   Math                      21.0   \n",
       "\n",
       "                                            Connecticut School Day SATParticipationRate_hn  \\\n",
       "year    District                   Subject                                                   \n",
       "2016-17 Ridgefield School District ELA                                                82.9   \n",
       "                                   Math                                               82.9   \n",
       "        Weston School District     ELA                                                 NaN   \n",
       "                                   Math                                                NaN   \n",
       "        Woodstock Academy District ELA                                               100.0   \n",
       "                                   Math                                              100.0   \n",
       "\n",
       "                                            Total Numberwith Scored Tests_hn  \\\n",
       "year    District                   Subject                                     \n",
       "2016-17 Ridgefield School District ELA                                  34.0   \n",
       "                                   Math                                 33.0   \n",
       "        Weston School District     ELA                                  15.0   \n",
       "                                   Math                                 15.0   \n",
       "        Woodstock Academy District ELA                                  21.0   \n",
       "                                   Math                                 21.0   \n",
       "\n",
       "                                            Level 1Not Met Count_hn  \\\n",
       "year    District                   Subject                            \n",
       "2016-17 Ridgefield School District ELA                          NaN   \n",
       "                                   Math                         NaN   \n",
       "        Weston School District     ELA                          NaN   \n",
       "                                   Math                         NaN   \n",
       "        Woodstock Academy District ELA                         11.0   \n",
       "                                   Math                        12.0   \n",
       "\n",
       "                                            Level 1Not Met %_hn  \\\n",
       "year    District                   Subject                        \n",
       "2016-17 Ridgefield School District ELA                      NaN   \n",
       "                                   Math                     NaN   \n",
       "        Weston School District     ELA                      NaN   \n",
       "                                   Math                     NaN   \n",
       "        Woodstock Academy District ELA                     52.4   \n",
       "                                   Math                    57.1   \n",
       "\n",
       "                                            Level 2Approaching Count_hn  \\\n",
       "year    District                   Subject                                \n",
       "2016-17 Ridgefield School District ELA                              8.0   \n",
       "                                   Math                            16.0   \n",
       "        Weston School District     ELA                              NaN   \n",
       "                                   Math                             NaN   \n",
       "        Woodstock Academy District ELA                              NaN   \n",
       "                                   Math                             NaN   \n",
       "\n",
       "                                            Level 2Approaching %_hn  \\\n",
       "year    District                   Subject                            \n",
       "2016-17 Ridgefield School District ELA                         23.5   \n",
       "                                   Math                        48.5   \n",
       "        Weston School District     ELA                          NaN   \n",
       "                                   Math                         NaN   \n",
       "        Woodstock Academy District ELA                          NaN   \n",
       "                                   Math                         NaN   \n",
       "\n",
       "                                                ...       Level 3Met %  \\\n",
       "year    District                   Subject      ...                      \n",
       "2016-17 Ridgefield School District ELA          ...               43.8   \n",
       "                                   Math         ...               43.4   \n",
       "        Weston School District     ELA          ...               36.0   \n",
       "                                   Math         ...               42.5   \n",
       "        Woodstock Academy District ELA          ...               56.0   \n",
       "                                   Math         ...               37.9   \n",
       "\n",
       "                                            Level 4Exceeded Count  \\\n",
       "year    District                   Subject                          \n",
       "2016-17 Ridgefield School District ELA                      197.0   \n",
       "                                   Math                     138.0   \n",
       "        Weston School District     ELA                      113.0   \n",
       "                                   Math                      79.0   \n",
       "        Woodstock Academy District ELA                       61.0   \n",
       "                                   Math                      40.0   \n",
       "\n",
       "                                            Level 4Exceeded %  \\\n",
       "year    District                   Subject                      \n",
       "2016-17 Ridgefield School District ELA                   49.3   \n",
       "                                   Math                  34.6   \n",
       "        Weston School District     ELA                   56.5   \n",
       "                                   Math                  39.5   \n",
       "        Woodstock Academy District ELA                   25.1   \n",
       "                                   Math                  16.5   \n",
       "\n",
       "                                            Level 3&4Met or Exceeded Count  \\\n",
       "year    District                   Subject                                   \n",
       "2016-17 Ridgefield School District ELA                               372.0   \n",
       "                                   Math                              311.0   \n",
       "        Weston School District     ELA                               185.0   \n",
       "                                   Math                              164.0   \n",
       "        Woodstock Academy District ELA                               197.0   \n",
       "                                   Math                              132.0   \n",
       "\n",
       "                                            Level 3&4Met or Exceeded %  \\\n",
       "year    District                   Subject                               \n",
       "2016-17 Ridgefield School District ELA                            93.0   \n",
       "                                   Math                           77.9   \n",
       "        Weston School District     ELA                            92.5   \n",
       "                                   Math                           82.0   \n",
       "        Woodstock Academy District ELA                            81.1   \n",
       "                                   Math                           54.3   \n",
       "\n",
       "                                            Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                   Subject                                          \n",
       "2016-17 Ridgefield School District ELA                                      613.0   \n",
       "                                   Math                                     600.0   \n",
       "        Weston School District     ELA                                      626.0   \n",
       "                                   Math                                     613.0   \n",
       "        Woodstock Academy District ELA                                      555.0   \n",
       "                                   Math                                     535.0   \n",
       "\n",
       "                                            subj total_tests    pct_hn  \\\n",
       "year    District                   Subject                               \n",
       "2016-17 Ridgefield School District ELA       NaN       420.0  0.097619   \n",
       "                                   Math      NaN       420.0  0.097619   \n",
       "        Weston School District     ELA       NaN       204.0  0.078431   \n",
       "                                   Math      NaN       204.0  0.078431   \n",
       "        Woodstock Academy District ELA       NaN       246.0  0.085366   \n",
       "                                   Math      NaN       246.0  0.085366   \n",
       "\n",
       "                                           pct_hn_bucket  \n",
       "year    District                   Subject                \n",
       "2016-17 Ridgefield School District ELA              10.0  \n",
       "                                   Math             10.0  \n",
       "        Weston School District     ELA              10.0  \n",
       "                                   Math             10.0  \n",
       "        Woodstock Academy District ELA              10.0  \n",
       "                                   Math             10.0  \n",
       "\n",
       "[6 rows x 56 columns]"
      ]
     },
     "execution_count": 193,
     "metadata": {},
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   "source": [
    "both_df[both_df[\"pct_hn_bucket\"] <= 10]"
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   "execution_count": 198,
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    {
     "data": {
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       "71.459459459459453"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_high_needs[\"Level 3&4Met or Exceeded %\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27.407017543859649"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_needs[\"Level 3&4Met or Exceeded %\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    74.000000\n",
       "mean     71.459459\n",
       "std      22.709674\n",
       "min      15.500000\n",
       "25%      55.400000\n",
       "50%      78.100000\n",
       "75%      89.075000\n",
       "max      98.900000\n",
       "Name: Level 3&4Met or Exceeded %, dtype: float64"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_high_needs[\"Level 3&4Met or Exceeded %\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    114.000000\n",
       "mean      27.407018\n",
       "std       16.996646\n",
       "min        0.000000\n",
       "25%       15.825000\n",
       "50%       23.600000\n",
       "75%       35.925000\n",
       "max       80.000000\n",
       "Name: Level 3&4Met or Exceeded %, dtype: float64"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_needs[\"Level 3&4Met or Exceeded %\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    238.000000\n",
       "mean     462.554622\n",
       "std       30.842652\n",
       "min      360.000000\n",
       "25%      441.250000\n",
       "50%      461.500000\n",
       "75%      483.000000\n",
       "max      551.000000\n",
       "Name: Level 3&4Met or Exceeded AverageScore, dtype: float64"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_needs[\"Level 3&4Met or Exceeded AverageScore\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    250.000000\n",
       "mean     552.304000\n",
       "std       40.460844\n",
       "min      442.000000\n",
       "25%      524.250000\n",
       "50%      552.000000\n",
       "75%      581.750000\n",
       "max      650.000000\n",
       "Name: Level 3&4Met or Exceeded AverageScore, dtype: float64"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_high_needs[\"Level 3&4Met or Exceeded AverageScore\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "both_df[\"diff_score\"] = both_df[\"Level 3&4Met or Exceeded AverageScore_not_hn\"] - both_df[\"Level 3&4Met or Exceeded AverageScore_hn\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>District Code_hn</th>\n",
       "      <th>High Needs (F, R, ELL or SWD)_hn</th>\n",
       "      <th>Total Numberof Students_hn</th>\n",
       "      <th>Total NumberTested_hn</th>\n",
       "      <th>Connecticut School Day SATParticipationRate_hn</th>\n",
       "      <th>Total Numberwith Scored Tests_hn</th>\n",
       "      <th>Level 1Not Met Count_hn</th>\n",
       "      <th>Level 1Not Met %_hn</th>\n",
       "      <th>Level 2Approaching Count_hn</th>\n",
       "      <th>Level 2Approaching %_hn</th>\n",
       "      <th>...</th>\n",
       "      <th>Level 4Exceeded Count</th>\n",
       "      <th>Level 4Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore</th>\n",
       "      <th>subj</th>\n",
       "      <th>total_tests</th>\n",
       "      <th>pct_hn</th>\n",
       "      <th>pct_hn_bucket</th>\n",
       "      <th>diff_score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>District</th>\n",
       "      <th>Subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">2016-17</th>\n",
       "      <th>Granby School District</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0560011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>...</td>\n",
       "      <td>37.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>105.0</td>\n",
       "      <td>69.1</td>\n",
       "      <td>571.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.160256</td>\n",
       "      <td>20.0</td>\n",
       "      <td>145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clinton School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0270011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>74.2</td>\n",
       "      <td>544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>0.236220</td>\n",
       "      <td>30.0</td>\n",
       "      <td>145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greenwich School District</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>153.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>94.8</td>\n",
       "      <td>145.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>53.1</td>\n",
       "      <td>...</td>\n",
       "      <td>170.0</td>\n",
       "      <td>28.5</td>\n",
       "      <td>371.0</td>\n",
       "      <td>62.1</td>\n",
       "      <td>570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.247974</td>\n",
       "      <td>30.0</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glastonbury School District</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0540011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>77.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>94.8</td>\n",
       "      <td>71.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>26.8</td>\n",
       "      <td>34.0</td>\n",
       "      <td>47.9</td>\n",
       "      <td>...</td>\n",
       "      <td>160.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>357.0</td>\n",
       "      <td>74.7</td>\n",
       "      <td>595.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>490.0</td>\n",
       "      <td>0.157143</td>\n",
       "      <td>20.0</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avon School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0040011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>42.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>95.2</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>...</td>\n",
       "      <td>129.0</td>\n",
       "      <td>45.7</td>\n",
       "      <td>249.0</td>\n",
       "      <td>88.3</td>\n",
       "      <td>603.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285.0</td>\n",
       "      <td>0.147368</td>\n",
       "      <td>20.0</td>\n",
       "      <td>141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Regional School District 10</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2100012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>92.9</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>30.8</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>36.2</td>\n",
       "      <td>168.0</td>\n",
       "      <td>85.7</td>\n",
       "      <td>581.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198.0</td>\n",
       "      <td>0.141414</td>\n",
       "      <td>20.0</td>\n",
       "      <td>140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Gilbert School District</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"9020022\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>36.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>43.4</td>\n",
       "      <td>511.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.418605</td>\n",
       "      <td>50.0</td>\n",
       "      <td>136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Regional School District 07</th>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2070012\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>45.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>110.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>551.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.138728</td>\n",
       "      <td>20.0</td>\n",
       "      <td>134.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greenwich School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0570011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>153.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>94.8</td>\n",
       "      <td>145.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>32.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>...</td>\n",
       "      <td>237.0</td>\n",
       "      <td>39.6</td>\n",
       "      <td>506.0</td>\n",
       "      <td>84.6</td>\n",
       "      <td>586.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.247974</td>\n",
       "      <td>30.0</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glastonbury School District</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0540011\"</td>\n",
       "      <td>Y</td>\n",
       "      <td>77.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>94.8</td>\n",
       "      <td>73.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>...</td>\n",
       "      <td>173.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>84.4</td>\n",
       "      <td>584.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>490.0</td>\n",
       "      <td>0.157143</td>\n",
       "      <td>20.0</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            District Code_hn  \\\n",
       "year    District                    Subject                    \n",
       "2016-17 Granby School District      Math          =\"0560011\"   \n",
       "        Clinton School District     ELA           =\"0270011\"   \n",
       "        Greenwich School District   Math          =\"0570011\"   \n",
       "        Glastonbury School District Math          =\"0540011\"   \n",
       "        Avon School District        ELA           =\"0040011\"   \n",
       "        Regional School District 10 ELA           =\"2100012\"   \n",
       "        The Gilbert School District Math          =\"9020022\"   \n",
       "        Regional School District 07 Math          =\"2070012\"   \n",
       "        Greenwich School District   ELA           =\"0570011\"   \n",
       "        Glastonbury School District ELA           =\"0540011\"   \n",
       "\n",
       "                                            High Needs (F, R, ELL or SWD)_hn  \\\n",
       "year    District                    Subject                                    \n",
       "2016-17 Granby School District      Math                                   Y   \n",
       "        Clinton School District     ELA                                    Y   \n",
       "        Greenwich School District   Math                                   Y   \n",
       "        Glastonbury School District Math                                   Y   \n",
       "        Avon School District        ELA                                    Y   \n",
       "        Regional School District 10 ELA                                    Y   \n",
       "        The Gilbert School District Math                                   Y   \n",
       "        Regional School District 07 Math                                   Y   \n",
       "        Greenwich School District   ELA                                    Y   \n",
       "        Glastonbury School District ELA                                    Y   \n",
       "\n",
       "                                             Total Numberof Students_hn  \\\n",
       "year    District                    Subject                               \n",
       "2016-17 Granby School District      Math                           25.0   \n",
       "        Clinton School District     ELA                            30.0   \n",
       "        Greenwich School District   Math                          153.0   \n",
       "        Glastonbury School District Math                           77.0   \n",
       "        Avon School District        ELA                            42.0   \n",
       "        Regional School District 10 ELA                            28.0   \n",
       "        The Gilbert School District Math                           36.0   \n",
       "        Regional School District 07 Math                           24.0   \n",
       "        Greenwich School District   ELA                           153.0   \n",
       "        Glastonbury School District ELA                            77.0   \n",
       "\n",
       "                                             Total NumberTested_hn  \\\n",
       "year    District                    Subject                          \n",
       "2016-17 Granby School District      Math                      22.0   \n",
       "        Clinton School District     ELA                       30.0   \n",
       "        Greenwich School District   Math                     145.0   \n",
       "        Glastonbury School District Math                      73.0   \n",
       "        Avon School District        ELA                       40.0   \n",
       "        Regional School District 10 ELA                       26.0   \n",
       "        The Gilbert School District Math                      33.0   \n",
       "        Regional School District 07 Math                      24.0   \n",
       "        Greenwich School District   ELA                      145.0   \n",
       "        Glastonbury School District ELA                       73.0   \n",
       "\n",
       "                                             Connecticut School Day SATParticipationRate_hn  \\\n",
       "year    District                    Subject                                                   \n",
       "2016-17 Granby School District      Math                                               88.0   \n",
       "        Clinton School District     ELA                                               100.0   \n",
       "        Greenwich School District   Math                                               94.8   \n",
       "        Glastonbury School District Math                                               94.8   \n",
       "        Avon School District        ELA                                                95.2   \n",
       "        Regional School District 10 ELA                                                92.9   \n",
       "        The Gilbert School District Math                                               91.7   \n",
       "        Regional School District 07 Math                                              100.0   \n",
       "        Greenwich School District   ELA                                                94.8   \n",
       "        Glastonbury School District ELA                                                94.8   \n",
       "\n",
       "                                             Total Numberwith Scored Tests_hn  \\\n",
       "year    District                    Subject                                     \n",
       "2016-17 Granby School District      Math                                 22.0   \n",
       "        Clinton School District     ELA                                  30.0   \n",
       "        Greenwich School District   Math                                145.0   \n",
       "        Glastonbury School District Math                                 71.0   \n",
       "        Avon School District        ELA                                  40.0   \n",
       "        Regional School District 10 ELA                                  26.0   \n",
       "        The Gilbert School District Math                                 33.0   \n",
       "        Regional School District 07 Math                                 24.0   \n",
       "        Greenwich School District   ELA                                 145.0   \n",
       "        Glastonbury School District ELA                                  73.0   \n",
       "\n",
       "                                             Level 1Not Met Count_hn  \\\n",
       "year    District                    Subject                            \n",
       "2016-17 Granby School District      Math                         NaN   \n",
       "        Clinton School District     ELA                          NaN   \n",
       "        Greenwich School District   Math                        42.0   \n",
       "        Glastonbury School District Math                        19.0   \n",
       "        Avon School District        ELA                          NaN   \n",
       "        Regional School District 10 ELA                          NaN   \n",
       "        The Gilbert School District Math                         NaN   \n",
       "        Regional School District 07 Math                        11.0   \n",
       "        Greenwich School District   ELA                         35.0   \n",
       "        Glastonbury School District ELA                          NaN   \n",
       "\n",
       "                                             Level 1Not Met %_hn  \\\n",
       "year    District                    Subject                        \n",
       "2016-17 Granby School District      Math                     NaN   \n",
       "        Clinton School District     ELA                      NaN   \n",
       "        Greenwich School District   Math                    29.0   \n",
       "        Glastonbury School District Math                    26.8   \n",
       "        Avon School District        ELA                      NaN   \n",
       "        Regional School District 10 ELA                      NaN   \n",
       "        The Gilbert School District Math                     NaN   \n",
       "        Regional School District 07 Math                    45.8   \n",
       "        Greenwich School District   ELA                     24.1   \n",
       "        Glastonbury School District ELA                      NaN   \n",
       "\n",
       "                                             Level 2Approaching Count_hn  \\\n",
       "year    District                    Subject                                \n",
       "2016-17 Granby School District      Math                             8.0   \n",
       "        Clinton School District     ELA                              NaN   \n",
       "        Greenwich School District   Math                            77.0   \n",
       "        Glastonbury School District Math                            34.0   \n",
       "        Avon School District        ELA                             13.0   \n",
       "        Regional School District 10 ELA                              8.0   \n",
       "        The Gilbert School District Math                            16.0   \n",
       "        Regional School District 07 Math                             8.0   \n",
       "        Greenwich School District   ELA                             32.0   \n",
       "        Glastonbury School District ELA                             25.0   \n",
       "\n",
       "                                             Level 2Approaching %_hn  \\\n",
       "year    District                    Subject                            \n",
       "2016-17 Granby School District      Math                        36.4   \n",
       "        Clinton School District     ELA                          NaN   \n",
       "        Greenwich School District   Math                        53.1   \n",
       "        Glastonbury School District Math                        47.9   \n",
       "        Avon School District        ELA                         32.5   \n",
       "        Regional School District 10 ELA                         30.8   \n",
       "        The Gilbert School District Math                        48.5   \n",
       "        Regional School District 07 Math                        33.3   \n",
       "        Greenwich School District   ELA                         22.1   \n",
       "        Glastonbury School District ELA                         34.2   \n",
       "\n",
       "                                               ...      Level 4Exceeded Count  \\\n",
       "year    District                    Subject    ...                              \n",
       "2016-17 Granby School District      Math       ...                       37.0   \n",
       "        Clinton School District     ELA        ...                       31.0   \n",
       "        Greenwich School District   Math       ...                      170.0   \n",
       "        Glastonbury School District Math       ...                      160.0   \n",
       "        Avon School District        ELA        ...                      129.0   \n",
       "        Regional School District 10 ELA        ...                       71.0   \n",
       "        The Gilbert School District Math       ...                       11.0   \n",
       "        Regional School District 07 Math       ...                       31.0   \n",
       "        Greenwich School District   ELA        ...                      237.0   \n",
       "        Glastonbury School District ELA        ...                      173.0   \n",
       "\n",
       "                                             Level 4Exceeded %  \\\n",
       "year    District                    Subject                      \n",
       "2016-17 Granby School District      Math                  24.3   \n",
       "        Clinton School District     ELA                   25.0   \n",
       "        Greenwich School District   Math                  28.5   \n",
       "        Glastonbury School District Math                  33.5   \n",
       "        Avon School District        ELA                   45.7   \n",
       "        Regional School District 10 ELA                   36.2   \n",
       "        The Gilbert School District Math                  13.3   \n",
       "        Regional School District 07 Math                  17.9   \n",
       "        Greenwich School District   ELA                   39.6   \n",
       "        Glastonbury School District ELA                   36.0   \n",
       "\n",
       "                                             Level 3&4Met or Exceeded Count  \\\n",
       "year    District                    Subject                                   \n",
       "2016-17 Granby School District      Math                              105.0   \n",
       "        Clinton School District     ELA                                92.0   \n",
       "        Greenwich School District   Math                              371.0   \n",
       "        Glastonbury School District Math                              357.0   \n",
       "        Avon School District        ELA                               249.0   \n",
       "        Regional School District 10 ELA                               168.0   \n",
       "        The Gilbert School District Math                               36.0   \n",
       "        Regional School District 07 Math                              110.0   \n",
       "        Greenwich School District   ELA                               506.0   \n",
       "        Glastonbury School District ELA                               405.0   \n",
       "\n",
       "                                             Level 3&4Met or Exceeded %  \\\n",
       "year    District                    Subject                               \n",
       "2016-17 Granby School District      Math                           69.1   \n",
       "        Clinton School District     ELA                            74.2   \n",
       "        Greenwich School District   Math                           62.1   \n",
       "        Glastonbury School District Math                           74.7   \n",
       "        Avon School District        ELA                            88.3   \n",
       "        Regional School District 10 ELA                            85.7   \n",
       "        The Gilbert School District Math                           43.4   \n",
       "        Regional School District 07 Math                           63.6   \n",
       "        Greenwich School District   ELA                            84.6   \n",
       "        Glastonbury School District ELA                            84.4   \n",
       "\n",
       "                                             Level 3&4Met or Exceeded AverageScore  \\\n",
       "year    District                    Subject                                          \n",
       "2016-17 Granby School District      Math                                     571.0   \n",
       "        Clinton School District     ELA                                      544.0   \n",
       "        Greenwich School District   Math                                     570.0   \n",
       "        Glastonbury School District Math                                     595.0   \n",
       "        Avon School District        ELA                                      603.0   \n",
       "        Regional School District 10 ELA                                      581.0   \n",
       "        The Gilbert School District Math                                     511.0   \n",
       "        Regional School District 07 Math                                     551.0   \n",
       "        Greenwich School District   ELA                                      586.0   \n",
       "        Glastonbury School District ELA                                      584.0   \n",
       "\n",
       "                                             subj  total_tests    pct_hn  \\\n",
       "year    District                    Subject                                \n",
       "2016-17 Granby School District      Math      NaN        156.0  0.160256   \n",
       "        Clinton School District     ELA       NaN        127.0  0.236220   \n",
       "        Greenwich School District   Math      NaN        617.0  0.247974   \n",
       "        Glastonbury School District Math      NaN        490.0  0.157143   \n",
       "        Avon School District        ELA       NaN        285.0  0.147368   \n",
       "        Regional School District 10 ELA       NaN        198.0  0.141414   \n",
       "        The Gilbert School District Math      NaN         86.0  0.418605   \n",
       "        Regional School District 07 Math      NaN        173.0  0.138728   \n",
       "        Greenwich School District   ELA       NaN        617.0  0.247974   \n",
       "        Glastonbury School District ELA       NaN        490.0  0.157143   \n",
       "\n",
       "                                            pct_hn_bucket diff_score  \n",
       "year    District                    Subject                           \n",
       "2016-17 Granby School District      Math             20.0      145.0  \n",
       "        Clinton School District     ELA              30.0      145.0  \n",
       "        Greenwich School District   Math             30.0      142.0  \n",
       "        Glastonbury School District Math             20.0      142.0  \n",
       "        Avon School District        ELA              20.0      141.0  \n",
       "        Regional School District 10 ELA              20.0      140.0  \n",
       "        The Gilbert School District Math             50.0      136.0  \n",
       "        Regional School District 07 Math             20.0      134.0  \n",
       "        Greenwich School District   ELA              30.0      133.0  \n",
       "        Glastonbury School District ELA              20.0      133.0  \n",
       "\n",
       "[10 rows x 57 columns]"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df.sort_values(by=\"diff_score\",ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diff_score</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore_not_hn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>diff_score</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.698105</td>\n",
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       "    <tr>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore_not_hn</th>\n",
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      "text/plain": [
       "                                              diff_score  \\\n",
       "diff_score                                      1.000000   \n",
       "Level 3&4Met or Exceeded AverageScore_not_hn    0.698105   \n",
       "\n",
       "                                              Level 3&4Met or Exceeded AverageScore_not_hn  \n",
       "diff_score                                                                        0.698105  \n",
       "Level 3&4Met or Exceeded AverageScore_not_hn                                      1.000000  "
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[[\"diff_score\",\"Level 3&4Met or Exceeded AverageScore_not_hn\"]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>diff_score</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore_hn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>diff_score</th>\n",
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       "      <td>0.103878</td>\n",
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       "    <tr>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore_hn</th>\n",
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       "                                          diff_score  \\\n",
       "diff_score                                  1.000000   \n",
       "Level 3&4Met or Exceeded AverageScore_hn    0.103878   \n",
       "\n",
       "                                          Level 3&4Met or Exceeded AverageScore_hn  \n",
       "diff_score                                                                0.103878  \n",
       "Level 3&4Met or Exceeded AverageScore_hn                                  1.000000  "
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     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[[\"diff_score\",\"Level 3&4Met or Exceeded AverageScore_hn\"]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112cc5a10>"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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BQQH3u0Kh4IZ78UcikYjy145cygwGSBTiZgNDVZP+8O1lKg2S5OEova00+rm9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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112d193d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "both_df.plot.scatter(y=\"diff_score\",x=\"Level 3&4Met or Exceeded AverageScore_not_hn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112f5fe90>"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CgKysLO7vpKQkJCUleX2uT8YkIyMDkyZNwvXXX4+8vDy8/vrrUKvVmDdvHm69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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112f70410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "both_df.plot.scatter(y=\"diff_score\",x=\"Level 3&4Met or Exceeded AverageScore_hn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x113a4e890>"
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hIiKldNGFRUREvocFhIiIVGEBISIiVVhAiIhIFRYQIiJShQWEiIhUYQEhIiJV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113c04290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "both_df.plot.scatter(x=\"Level 1Not Met %_not_hn\",y=\"diff_score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x113aa3110>"
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pXESIQ925Ugd6l0UovPWOWCOGsrpCXl4e+3dqaipSU1NdPpeTMcnJycGMGTMw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\nIWNCEARB8IaMCUEQBMEbMiYEQRAEb/4/AlMnRqGo2doAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113b07450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "both_df.plot.scatter(y=\"diff_score\",x=\"Level 3&4Met or Exceeded AverageScore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x113198e90>"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VfsXx/HiJ3RdYWvPdCSGuhdGv9IcffkBeXh58fHy0BblYLIZcLrfqZDKZDGVl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\nwAhBAgAwQpAAAIwQJAAAIwQJAMDIB/0ZWc/YKPo9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1134c72d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "both_df.plot.scatter(x=\"pct_hn\",y=\"Level 3&4Met or Exceeded Ave3rageScore_hn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pct_hn</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore_hn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>pct_hn</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.605706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Level 3&amp;4Met or Exceeded AverageScore_hn</th>\n",
       "      <td>-0.605706</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            pct_hn  \\\n",
       "pct_hn                                    1.000000   \n",
       "Level 3&4Met or Exceeded AverageScore_hn -0.605706   \n",
       "\n",
       "                                          Level 3&4Met or Exceeded AverageScore_hn  \n",
       "pct_hn                                                                   -0.605706  \n",
       "Level 3&4Met or Exceeded AverageScore_hn                                  1.000000  "
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[[\"pct_hn\",\"Level 3&4Met or Exceeded AverageScore_hn\"]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "both_df[[\"pct_hn\",\"Level 3&4Met or Exceeded AverageScore_hn\"]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x113666dd0>"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/tLQ0pKWlsTrOaUDRaDR44oknrB6z/ZsrSqUSgwYNMi/nMmHCBBQXF0OhUKC5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\nQggn/h9UM0DG9+tjgAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11344ce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "both_df.plot.scatter(x=\"pct_hn\",y=\"Level 3&4Met or Exceeded %\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pct_hn</th>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>pct_hn</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.749262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Level 3&amp;4Met or Exceeded %</th>\n",
       "      <td>-0.749262</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              pct_hn  Level 3&4Met or Exceeded %\n",
       "pct_hn                      1.000000                   -0.749262\n",
       "Level 3&4Met or Exceeded % -0.749262                    1.000000"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_df[[\"pct_hn\",\"Level 3&4Met or Exceeded %\"]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "both_df[\"goal_pct\"] = both_df[\"Level 3&4Met or Exceeded %\"] / 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}