SAT Scores Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_data(year=\"2015-16\"):\n",
    "    \n",
    "    ret = pd.read_csv(\"data/CTSchoolDaySAT\" + year + \".csv\",skiprows=3,header=[0,1])\n",
    "    \n",
    "    print ret.columns\n",
    "    ret.columns = ['District',\n",
    "                   'District Code',\n",
    "                   'Subject',\n",
    "                   'Total Number of Students',\n",
    "                   'Total Number Tested',\n",
    "                   'Connecticut School Day SAT Participation Rate',\n",
    "                   'Total Numberwith Scored Tests',\n",
    "                   'Level 1 Not Met Count',\n",
    "                   'Level 1 Not Met Count %',\n",
    "                   'Level 2 Approaching Count',\n",
    "                   'Level 2 Approaching %',\n",
    "                   'Level 3 Met Count',\n",
    "                   'Level 3 Met Count %',\n",
    "                   'Level 4 Exceeded Count',\n",
    "                   'Level 4 Exceeded Count %',\n",
    "                   'Level 3&4 Met or Exceeded Count',\n",
    "                   'Level 3&4 Met or Exceeded %',\n",
    "                   'Average Score']\n",
    "    \n",
    "    ret[\"year\"] = year\n",
    "    \n",
    "    \n",
    "    ret = ret.set_index([\"District\",\"year\",\"Subject\"])\n",
    "#     ret = ret.set_index([\"District Code\",\"year\",\"Subject\"])\n",
    "    \n",
    "    return ret\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MultiIndex(levels=[[u'Level 1Not Met', u'Level 2Approaching', u'Level 3&4Met or Exceeded', u'Level 3Met', u'Level 4Exceeded', u'Unnamed: 0_level_0', u'Unnamed: 10_level_0', u'Unnamed: 12_level_0', u'Unnamed: 14_level_0', u'Unnamed: 16_level_0', u'Unnamed: 17_level_0', u'Unnamed: 1_level_0', u'Unnamed: 2_level_0', u'Unnamed: 3_level_0', u'Unnamed: 4_level_0', u'Unnamed: 5_level_0', u'Unnamed: 6_level_0', u'Unnamed: 8_level_0'], [u'%', u'AverageScore', u'Connecticut School Day SATParticipationRate', u'Count', u'District', u'District Code', u'Subject', u'Total NumberTested', u'Total Numberof Students', u'Total Numberwith Scored Tests']],\n",
      "           labels=[[5, 11, 12, 13, 14, 15, 16, 0, 17, 1, 6, 3, 7, 4, 8, 2, 9, 10], [4, 5, 6, 8, 7, 2, 9, 3, 0, 3, 0, 3, 0, 3, 0, 3, 0, 1]])\n",
      "MultiIndex(levels=[[u'Level 1Not Met', u'Level 2Approaching', u'Level 3&4Met or Exceeded', u'Level 3Met', u'Level 4Exceeded', u'Unnamed: 0_level_0', u'Unnamed: 10_level_0', u'Unnamed: 12_level_0', u'Unnamed: 14_level_0', u'Unnamed: 16_level_0', u'Unnamed: 17_level_0', u'Unnamed: 1_level_0', u'Unnamed: 2_level_0', u'Unnamed: 3_level_0', u'Unnamed: 4_level_0', u'Unnamed: 5_level_0', u'Unnamed: 6_level_0', u'Unnamed: 8_level_0'], [u'%', u'AverageScore', u'Connecticut School Day SATParticipationRate', u'Count', u'District', u'District Code', u'Subject', u'Total NumberTested', u'Total Numberof Students', u'Total Numberwith Scored Tests']],\n",
      "           labels=[[5, 11, 12, 13, 14, 15, 16, 0, 17, 1, 6, 3, 7, 4, 8, 2, 9, 10], [4, 5, 6, 8, 7, 2, 9, 3, 0, 3, 0, 3, 0, 3, 0, 3, 0, 1]])\n"
     ]
    },
    {
     "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</th>\n",
       "      <th>Total Number of Students</th>\n",
       "      <th>Total Number Tested</th>\n",
       "      <th>Connecticut School Day SAT Participation Rate</th>\n",
       "      <th>Total Numberwith Scored Tests</th>\n",
       "      <th>Level 1 Not Met Count</th>\n",
       "      <th>Level 1 Not Met Count %</th>\n",
       "      <th>Level 2 Approaching Count</th>\n",
       "      <th>Level 2 Approaching %</th>\n",
       "      <th>Level 3 Met Count</th>\n",
       "      <th>Level 3 Met Count %</th>\n",
       "      <th>Level 4 Exceeded Count</th>\n",
       "      <th>Level 4 Exceeded Count %</th>\n",
       "      <th>Level 3&amp;4 Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4 Met or Exceeded %</th>\n",
       "      <th>Average Score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District</th>\n",
       "      <th>year</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Achievement First Hartford Academy Inc. District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2016-17</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>10</td>\n",
       "      <td>25.6</td>\n",
       "      <td>22</td>\n",
       "      <td>56.4</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>20</td>\n",
       "      <td>52.6</td>\n",
       "      <td>13</td>\n",
       "      <td>34.2</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Amistad Academy District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2016-17</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>50</td>\n",
       "      <td>48</td>\n",
       "      <td>96.0</td>\n",
       "      <td>47</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>9</td>\n",
       "      <td>19.1</td>\n",
       "      <td>33</td>\n",
       "      <td>70.2</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>50</td>\n",
       "      <td>48</td>\n",
       "      <td>96.0</td>\n",
       "      <td>47</td>\n",
       "      <td>10</td>\n",
       "      <td>21.3</td>\n",
       "      <td>28</td>\n",
       "      <td>59.6</td>\n",
       "      <td>9</td>\n",
       "      <td>19.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>19.1</td>\n",
       "      <td>467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ansonia School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2016-17</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>134</td>\n",
       "      <td>127</td>\n",
       "      <td>94.8</td>\n",
       "      <td>127</td>\n",
       "      <td>38</td>\n",
       "      <td>29.9</td>\n",
       "      <td>26</td>\n",
       "      <td>20.5</td>\n",
       "      <td>52</td>\n",
       "      <td>40.9</td>\n",
       "      <td>11</td>\n",
       "      <td>8.7</td>\n",
       "      <td>63</td>\n",
       "      <td>49.6</td>\n",
       "      <td>478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>134</td>\n",
       "      <td>127</td>\n",
       "      <td>94.8</td>\n",
       "      <td>126</td>\n",
       "      <td>57</td>\n",
       "      <td>45.2</td>\n",
       "      <td>48</td>\n",
       "      <td>38.1</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>21</td>\n",
       "      <td>16.7</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Area Cooperative Educational Services</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2016-17</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>*</td>\n",
       "      <td>15</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>Math</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>*</td>\n",
       "      <td>13</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\">Avon School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2016-17</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0040011\"</td>\n",
       "      <td>285</td>\n",
       "      <td>282</td>\n",
       "      <td>98.9</td>\n",
       "      <td>282</td>\n",
       "      <td>14</td>\n",
       "      <td>5.0</td>\n",
       "      <td>19</td>\n",
       "      <td>6.7</td>\n",
       "      <td>120</td>\n",
       "      <td>42.6</td>\n",
       "      <td>129</td>\n",
       "      <td>45.7</td>\n",
       "      <td>249</td>\n",
       "      <td>88.3</td>\n",
       "      <td>603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0040011\"</td>\n",
       "      <td>285</td>\n",
       "      <td>282</td>\n",
       "      <td>98.9</td>\n",
       "      <td>282</td>\n",
       "      <td>13</td>\n",
       "      <td>4.6</td>\n",
       "      <td>46</td>\n",
       "      <td>16.3</td>\n",
       "      <td>104</td>\n",
       "      <td>36.9</td>\n",
       "      <td>119</td>\n",
       "      <td>42.2</td>\n",
       "      <td>223</td>\n",
       "      <td>79.1</td>\n",
       "      <td>611</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 District Code  \\\n",
       "District                                         year    Subject                 \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA        =\"2880013\"   \n",
       "                                                         Math       =\"2880013\"   \n",
       "Amistad Academy District                         2016-17 ELA        =\"2790013\"   \n",
       "                                                         Math       =\"2790013\"   \n",
       "Ansonia School District                          2016-17 ELA        =\"0020011\"   \n",
       "                                                         Math       =\"0020011\"   \n",
       "Area Cooperative Educational Services            2016-17 ELA        =\"2440014\"   \n",
       "                                                         Math       =\"2440014\"   \n",
       "Avon School District                             2016-17 ELA        =\"0040011\"   \n",
       "                                                         Math       =\"0040011\"   \n",
       "\n",
       "                                                                 Total Number of Students  \\\n",
       "District                                         year    Subject                            \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                           39   \n",
       "                                                         Math                          39   \n",
       "Amistad Academy District                         2016-17 ELA                           50   \n",
       "                                                         Math                          50   \n",
       "Ansonia School District                          2016-17 ELA                          134   \n",
       "                                                         Math                         134   \n",
       "Area Cooperative Educational Services            2016-17 ELA                           18   \n",
       "                                                         Math                          18   \n",
       "Avon School District                             2016-17 ELA                          285   \n",
       "                                                         Math                         285   \n",
       "\n",
       "                                                                 Total Number Tested  \\\n",
       "District                                         year    Subject                       \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                      39   \n",
       "                                                         Math                     39   \n",
       "Amistad Academy District                         2016-17 ELA                      48   \n",
       "                                                         Math                     48   \n",
       "Ansonia School District                          2016-17 ELA                     127   \n",
       "                                                         Math                    127   \n",
       "Area Cooperative Educational Services            2016-17 ELA                      15   \n",
       "                                                         Math                     15   \n",
       "Avon School District                             2016-17 ELA                     282   \n",
       "                                                         Math                    282   \n",
       "\n",
       "                                                                 Connecticut School Day SAT Participation Rate  \\\n",
       "District                                         year    Subject                                                 \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                                             100.0   \n",
       "                                                         Math                                            100.0   \n",
       "Amistad Academy District                         2016-17 ELA                                              96.0   \n",
       "                                                         Math                                             96.0   \n",
       "Ansonia School District                          2016-17 ELA                                              94.8   \n",
       "                                                         Math                                             94.8   \n",
       "Area Cooperative Educational Services            2016-17 ELA                                                 *   \n",
       "                                                         Math                                                *   \n",
       "Avon School District                             2016-17 ELA                                              98.9   \n",
       "                                                         Math                                             98.9   \n",
       "\n",
       "                                                                 Total Numberwith Scored Tests  \\\n",
       "District                                         year    Subject                                 \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                                39   \n",
       "                                                         Math                               38   \n",
       "Amistad Academy District                         2016-17 ELA                                47   \n",
       "                                                         Math                               47   \n",
       "Ansonia School District                          2016-17 ELA                               127   \n",
       "                                                         Math                              126   \n",
       "Area Cooperative Educational Services            2016-17 ELA                                15   \n",
       "                                                         Math                               13   \n",
       "Avon School District                             2016-17 ELA                               282   \n",
       "                                                         Math                              282   \n",
       "\n",
       "                                                                 Level 1 Not Met Count  \\\n",
       "District                                         year    Subject                         \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Amistad Academy District                         2016-17 ELA                         *   \n",
       "                                                         Math                       10   \n",
       "Ansonia School District                          2016-17 ELA                        38   \n",
       "                                                         Math                       57   \n",
       "Area Cooperative Educational Services            2016-17 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Avon School District                             2016-17 ELA                        14   \n",
       "                                                         Math                       13   \n",
       "\n",
       "                                                                 Level 1 Not Met Count %  \\\n",
       "District                                         year    Subject                           \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "Amistad Academy District                         2016-17 ELA                           *   \n",
       "                                                         Math                       21.3   \n",
       "Ansonia School District                          2016-17 ELA                        29.9   \n",
       "                                                         Math                       45.2   \n",
       "Area Cooperative Educational Services            2016-17 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "Avon School District                             2016-17 ELA                         5.0   \n",
       "                                                         Math                        4.6   \n",
       "\n",
       "                                                                 Level 2 Approaching Count  \\\n",
       "District                                         year    Subject                             \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                            10   \n",
       "                                                         Math                           20   \n",
       "Amistad Academy District                         2016-17 ELA                             9   \n",
       "                                                         Math                           28   \n",
       "Ansonia School District                          2016-17 ELA                            26   \n",
       "                                                         Math                           48   \n",
       "Area Cooperative Educational Services            2016-17 ELA                             *   \n",
       "                                                         Math                            *   \n",
       "Avon School District                             2016-17 ELA                            19   \n",
       "                                                         Math                           46   \n",
       "\n",
       "                                                                 Level 2 Approaching %  \\\n",
       "District                                         year    Subject                         \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                      25.6   \n",
       "                                                         Math                     52.6   \n",
       "Amistad Academy District                         2016-17 ELA                      19.1   \n",
       "                                                         Math                     59.6   \n",
       "Ansonia School District                          2016-17 ELA                      20.5   \n",
       "                                                         Math                     38.1   \n",
       "Area Cooperative Educational Services            2016-17 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Avon School District                             2016-17 ELA                       6.7   \n",
       "                                                         Math                     16.3   \n",
       "\n",
       "                                                                 Level 3 Met Count  \\\n",
       "District                                         year    Subject                     \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                    22   \n",
       "                                                         Math                   13   \n",
       "Amistad Academy District                         2016-17 ELA                    33   \n",
       "                                                         Math                    9   \n",
       "Ansonia School District                          2016-17 ELA                    52   \n",
       "                                                         Math                    *   \n",
       "Area Cooperative Educational Services            2016-17 ELA                     *   \n",
       "                                                         Math                    *   \n",
       "Avon School District                             2016-17 ELA                   120   \n",
       "                                                         Math                  104   \n",
       "\n",
       "                                                                 Level 3 Met Count %  \\\n",
       "District                                         year    Subject                       \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                    56.4   \n",
       "                                                         Math                   34.2   \n",
       "Amistad Academy District                         2016-17 ELA                    70.2   \n",
       "                                                         Math                   19.1   \n",
       "Ansonia School District                          2016-17 ELA                    40.9   \n",
       "                                                         Math                      *   \n",
       "Area Cooperative Educational Services            2016-17 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "Avon School District                             2016-17 ELA                    42.6   \n",
       "                                                         Math                   36.9   \n",
       "\n",
       "                                                                 Level 4 Exceeded Count  \\\n",
       "District                                         year    Subject                          \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Amistad Academy District                         2016-17 ELA                          *   \n",
       "                                                         Math                         0   \n",
       "Ansonia School District                          2016-17 ELA                         11   \n",
       "                                                         Math                         *   \n",
       "Area Cooperative Educational Services            2016-17 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Avon School District                             2016-17 ELA                        129   \n",
       "                                                         Math                       119   \n",
       "\n",
       "                                                                 Level 4 Exceeded Count %  \\\n",
       "District                                         year    Subject                            \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Amistad Academy District                         2016-17 ELA                            *   \n",
       "                                                         Math                         0.0   \n",
       "Ansonia School District                          2016-17 ELA                          8.7   \n",
       "                                                         Math                           *   \n",
       "Area Cooperative Educational Services            2016-17 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Avon School District                             2016-17 ELA                         45.7   \n",
       "                                                         Math                        42.2   \n",
       "\n",
       "                                                                 Level 3&4 Met or Exceeded Count  \\\n",
       "District                                         year    Subject                                   \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "Amistad Academy District                         2016-17 ELA                                   *   \n",
       "                                                         Math                                  9   \n",
       "Ansonia School District                          2016-17 ELA                                  63   \n",
       "                                                         Math                                 21   \n",
       "Area Cooperative Educational Services            2016-17 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "Avon School District                             2016-17 ELA                                 249   \n",
       "                                                         Math                                223   \n",
       "\n",
       "                                                                 Level 3&4 Met or Exceeded %  \\\n",
       "District                                         year    Subject                               \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "Amistad Academy District                         2016-17 ELA                               *   \n",
       "                                                         Math                           19.1   \n",
       "Ansonia School District                          2016-17 ELA                            49.6   \n",
       "                                                         Math                           16.7   \n",
       "Area Cooperative Educational Services            2016-17 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "Avon School District                             2016-17 ELA                            88.3   \n",
       "                                                         Math                           79.1   \n",
       "\n",
       "                                                                 Average Score  \n",
       "District                                         year    Subject                \n",
       "Achievement First Hartford Academy Inc. District 2016-17 ELA               488  \n",
       "                                                         Math              494  \n",
       "Amistad Academy District                         2016-17 ELA               511  \n",
       "                                                         Math              467  \n",
       "Ansonia School District                          2016-17 ELA               478  \n",
       "                                                         Math              444  \n",
       "Area Cooperative Educational Services            2016-17 ELA                 *  \n",
       "                                                         Math                *  \n",
       "Avon School District                             2016-17 ELA               603  \n",
       "                                                         Math              611  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores_17 = get_data(year=\"2016-17\")\n",
    "scores_16 = get_data(year=\"2015-16\")\n",
    "scores_17.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
       "        True,  True,  True,  True,  True,  True,  True], dtype=bool)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores_17.columns == scores_16.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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</th>\n",
       "      <th>Total Number of Students</th>\n",
       "      <th>Total Number Tested</th>\n",
       "      <th>Connecticut School Day SAT Participation Rate</th>\n",
       "      <th>Total Numberwith Scored Tests</th>\n",
       "      <th>Level 1 Not Met Count</th>\n",
       "      <th>Level 1 Not Met Count %</th>\n",
       "      <th>Level 2 Approaching Count</th>\n",
       "      <th>Level 2 Approaching %</th>\n",
       "      <th>Level 3 Met Count</th>\n",
       "      <th>Level 3 Met Count %</th>\n",
       "      <th>Level 4 Exceeded Count</th>\n",
       "      <th>Level 4 Exceeded Count %</th>\n",
       "      <th>Level 3&amp;4 Met or Exceeded Count</th>\n",
       "      <th>Level 3&amp;4 Met or Exceeded %</th>\n",
       "      <th>Average Score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District</th>\n",
       "      <th>year</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Achievement First Hartford Academy Inc. District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>32</td>\n",
       "      <td>30</td>\n",
       "      <td>93.8</td>\n",
       "      <td>30</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>7</td>\n",
       "      <td>23.3</td>\n",
       "      <td>17</td>\n",
       "      <td>56.7</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2880013\"</td>\n",
       "      <td>32</td>\n",
       "      <td>30</td>\n",
       "      <td>93.8</td>\n",
       "      <td>30</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>13</td>\n",
       "      <td>43.3</td>\n",
       "      <td>14</td>\n",
       "      <td>46.7</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Amistad Academy District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>97.8</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "      <td>13.6</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>28</td>\n",
       "      <td>63.6</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2790013\"</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>97.8</td>\n",
       "      <td>44</td>\n",
       "      <td>11</td>\n",
       "      <td>25.0</td>\n",
       "      <td>23</td>\n",
       "      <td>52.3</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>10</td>\n",
       "      <td>22.7</td>\n",
       "      <td>470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ansonia School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>151</td>\n",
       "      <td>138</td>\n",
       "      <td>91.4</td>\n",
       "      <td>138</td>\n",
       "      <td>37</td>\n",
       "      <td>26.8</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>62</td>\n",
       "      <td>44.9</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0020011\"</td>\n",
       "      <td>151</td>\n",
       "      <td>138</td>\n",
       "      <td>91.4</td>\n",
       "      <td>138</td>\n",
       "      <td>58</td>\n",
       "      <td>42.0</td>\n",
       "      <td>50</td>\n",
       "      <td>36.2</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>30</td>\n",
       "      <td>21.7</td>\n",
       "      <td>448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Area Cooperative Educational Services</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>63.3</td>\n",
       "      <td>18</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>Math</th>\n",
       "      <td>=\"2440014\"</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>63.3</td>\n",
       "      <td>16</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\">Avon School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0040011\"</td>\n",
       "      <td>249</td>\n",
       "      <td>245</td>\n",
       "      <td>98.4</td>\n",
       "      <td>243</td>\n",
       "      <td>8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>16</td>\n",
       "      <td>6.6</td>\n",
       "      <td>102</td>\n",
       "      <td>42.0</td>\n",
       "      <td>117</td>\n",
       "      <td>48.1</td>\n",
       "      <td>219</td>\n",
       "      <td>90.1</td>\n",
       "      <td>607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0040011\"</td>\n",
       "      <td>249</td>\n",
       "      <td>245</td>\n",
       "      <td>98.4</td>\n",
       "      <td>244</td>\n",
       "      <td>13</td>\n",
       "      <td>5.3</td>\n",
       "      <td>44</td>\n",
       "      <td>18.0</td>\n",
       "      <td>101</td>\n",
       "      <td>41.4</td>\n",
       "      <td>86</td>\n",
       "      <td>35.2</td>\n",
       "      <td>187</td>\n",
       "      <td>76.6</td>\n",
       "      <td>603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Berlin School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0070011\"</td>\n",
       "      <td>236</td>\n",
       "      <td>230</td>\n",
       "      <td>97.5</td>\n",
       "      <td>230</td>\n",
       "      <td>22</td>\n",
       "      <td>9.6</td>\n",
       "      <td>38</td>\n",
       "      <td>16.5</td>\n",
       "      <td>146</td>\n",
       "      <td>63.5</td>\n",
       "      <td>24</td>\n",
       "      <td>10.4</td>\n",
       "      <td>170</td>\n",
       "      <td>73.9</td>\n",
       "      <td>532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0070011\"</td>\n",
       "      <td>236</td>\n",
       "      <td>230</td>\n",
       "      <td>97.5</td>\n",
       "      <td>230</td>\n",
       "      <td>31</td>\n",
       "      <td>13.5</td>\n",
       "      <td>86</td>\n",
       "      <td>37.4</td>\n",
       "      <td>92</td>\n",
       "      <td>40.0</td>\n",
       "      <td>21</td>\n",
       "      <td>9.1</td>\n",
       "      <td>113</td>\n",
       "      <td>49.1</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bethel School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0090011\"</td>\n",
       "      <td>202</td>\n",
       "      <td>194</td>\n",
       "      <td>96.0</td>\n",
       "      <td>194</td>\n",
       "      <td>19</td>\n",
       "      <td>9.8</td>\n",
       "      <td>22</td>\n",
       "      <td>11.3</td>\n",
       "      <td>118</td>\n",
       "      <td>60.8</td>\n",
       "      <td>35</td>\n",
       "      <td>18.0</td>\n",
       "      <td>153</td>\n",
       "      <td>78.9</td>\n",
       "      <td>543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0090011\"</td>\n",
       "      <td>202</td>\n",
       "      <td>194</td>\n",
       "      <td>96.0</td>\n",
       "      <td>194</td>\n",
       "      <td>26</td>\n",
       "      <td>13.4</td>\n",
       "      <td>57</td>\n",
       "      <td>29.4</td>\n",
       "      <td>91</td>\n",
       "      <td>46.9</td>\n",
       "      <td>20</td>\n",
       "      <td>10.3</td>\n",
       "      <td>111</td>\n",
       "      <td>57.2</td>\n",
       "      <td>531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bloomfield School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0110011\"</td>\n",
       "      <td>173</td>\n",
       "      <td>166</td>\n",
       "      <td>96.0</td>\n",
       "      <td>166</td>\n",
       "      <td>49</td>\n",
       "      <td>29.5</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>72</td>\n",
       "      <td>43.4</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0110011\"</td>\n",
       "      <td>173</td>\n",
       "      <td>166</td>\n",
       "      <td>96.0</td>\n",
       "      <td>166</td>\n",
       "      <td>49</td>\n",
       "      <td>29.5</td>\n",
       "      <td>93</td>\n",
       "      <td>56.0</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>24</td>\n",
       "      <td>14.5</td>\n",
       "      <td>454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bolton School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0120011\"</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>100.0</td>\n",
       "      <td>67</td>\n",
       "      <td>6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>40</td>\n",
       "      <td>59.7</td>\n",
       "      <td>15</td>\n",
       "      <td>22.4</td>\n",
       "      <td>55</td>\n",
       "      <td>82.1</td>\n",
       "      <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0120011\"</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>100.0</td>\n",
       "      <td>67</td>\n",
       "      <td>12</td>\n",
       "      <td>17.9</td>\n",
       "      <td>23</td>\n",
       "      <td>34.3</td>\n",
       "      <td>22</td>\n",
       "      <td>32.8</td>\n",
       "      <td>10</td>\n",
       "      <td>14.9</td>\n",
       "      <td>32</td>\n",
       "      <td>47.8</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Branford School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0140011\"</td>\n",
       "      <td>256</td>\n",
       "      <td>245</td>\n",
       "      <td>95.7</td>\n",
       "      <td>245</td>\n",
       "      <td>40</td>\n",
       "      <td>16.3</td>\n",
       "      <td>52</td>\n",
       "      <td>21.2</td>\n",
       "      <td>108</td>\n",
       "      <td>44.1</td>\n",
       "      <td>45</td>\n",
       "      <td>18.4</td>\n",
       "      <td>153</td>\n",
       "      <td>62.4</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0140011\"</td>\n",
       "      <td>256</td>\n",
       "      <td>245</td>\n",
       "      <td>95.7</td>\n",
       "      <td>245</td>\n",
       "      <td>57</td>\n",
       "      <td>23.3</td>\n",
       "      <td>103</td>\n",
       "      <td>42.0</td>\n",
       "      <td>58</td>\n",
       "      <td>23.7</td>\n",
       "      <td>27</td>\n",
       "      <td>11.0</td>\n",
       "      <td>85</td>\n",
       "      <td>34.7</td>\n",
       "      <td>498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bridgeport Achievement First District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"2850013\"</td>\n",
       "      <td>36</td>\n",
       "      <td>35</td>\n",
       "      <td>97.2</td>\n",
       "      <td>34</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>25</td>\n",
       "      <td>73.5</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"2850013\"</td>\n",
       "      <td>36</td>\n",
       "      <td>35</td>\n",
       "      <td>97.2</td>\n",
       "      <td>35</td>\n",
       "      <td>7</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14</td>\n",
       "      <td>40.0</td>\n",
       "      <td>14</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14</td>\n",
       "      <td>40.0</td>\n",
       "      <td>489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bridgeport School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0150011\"</td>\n",
       "      <td>1185</td>\n",
       "      <td>1022</td>\n",
       "      <td>86.2</td>\n",
       "      <td>1022</td>\n",
       "      <td>456</td>\n",
       "      <td>44.6</td>\n",
       "      <td>268</td>\n",
       "      <td>26.2</td>\n",
       "      <td>269</td>\n",
       "      <td>26.3</td>\n",
       "      <td>29</td>\n",
       "      <td>2.8</td>\n",
       "      <td>298</td>\n",
       "      <td>29.2</td>\n",
       "      <td>438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0150011\"</td>\n",
       "      <td>1185</td>\n",
       "      <td>1022</td>\n",
       "      <td>86.2</td>\n",
       "      <td>1020</td>\n",
       "      <td>516</td>\n",
       "      <td>50.6</td>\n",
       "      <td>402</td>\n",
       "      <td>39.4</td>\n",
       "      <td>86</td>\n",
       "      <td>8.4</td>\n",
       "      <td>16</td>\n",
       "      <td>1.6</td>\n",
       "      <td>102</td>\n",
       "      <td>10.0</td>\n",
       "      <td>422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bristol School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0170011\"</td>\n",
       "      <td>580</td>\n",
       "      <td>554</td>\n",
       "      <td>95.5</td>\n",
       "      <td>554</td>\n",
       "      <td>70</td>\n",
       "      <td>12.6</td>\n",
       "      <td>104</td>\n",
       "      <td>18.8</td>\n",
       "      <td>321</td>\n",
       "      <td>57.9</td>\n",
       "      <td>59</td>\n",
       "      <td>10.6</td>\n",
       "      <td>380</td>\n",
       "      <td>68.6</td>\n",
       "      <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0170011\"</td>\n",
       "      <td>580</td>\n",
       "      <td>554</td>\n",
       "      <td>95.5</td>\n",
       "      <td>554</td>\n",
       "      <td>107</td>\n",
       "      <td>19.3</td>\n",
       "      <td>258</td>\n",
       "      <td>46.6</td>\n",
       "      <td>163</td>\n",
       "      <td>29.4</td>\n",
       "      <td>26</td>\n",
       "      <td>4.7</td>\n",
       "      <td>189</td>\n",
       "      <td>34.1</td>\n",
       "      <td>492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Brookfield School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0180011\"</td>\n",
       "      <td>228</td>\n",
       "      <td>223</td>\n",
       "      <td>97.8</td>\n",
       "      <td>223</td>\n",
       "      <td>9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>25</td>\n",
       "      <td>11.2</td>\n",
       "      <td>132</td>\n",
       "      <td>59.2</td>\n",
       "      <td>57</td>\n",
       "      <td>25.6</td>\n",
       "      <td>189</td>\n",
       "      <td>84.8</td>\n",
       "      <td>565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"0180011\"</td>\n",
       "      <td>228</td>\n",
       "      <td>223</td>\n",
       "      <td>97.8</td>\n",
       "      <td>223</td>\n",
       "      <td>16</td>\n",
       "      <td>7.2</td>\n",
       "      <td>81</td>\n",
       "      <td>36.3</td>\n",
       "      <td>96</td>\n",
       "      <td>43.0</td>\n",
       "      <td>30</td>\n",
       "      <td>13.5</td>\n",
       "      <td>126</td>\n",
       "      <td>56.5</td>\n",
       "      <td>542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Brooklyn School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"0190011\"</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>Math</th>\n",
       "      <td>=\"0190011\"</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Watertown School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1530011\"</td>\n",
       "      <td>206</td>\n",
       "      <td>199</td>\n",
       "      <td>96.6</td>\n",
       "      <td>199</td>\n",
       "      <td>29</td>\n",
       "      <td>14.6</td>\n",
       "      <td>33</td>\n",
       "      <td>16.6</td>\n",
       "      <td>116</td>\n",
       "      <td>58.3</td>\n",
       "      <td>21</td>\n",
       "      <td>10.6</td>\n",
       "      <td>137</td>\n",
       "      <td>68.8</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1530011\"</td>\n",
       "      <td>206</td>\n",
       "      <td>199</td>\n",
       "      <td>96.6</td>\n",
       "      <td>199</td>\n",
       "      <td>40</td>\n",
       "      <td>20.1</td>\n",
       "      <td>103</td>\n",
       "      <td>51.8</td>\n",
       "      <td>45</td>\n",
       "      <td>22.6</td>\n",
       "      <td>11</td>\n",
       "      <td>5.5</td>\n",
       "      <td>56</td>\n",
       "      <td>28.1</td>\n",
       "      <td>485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">West Hartford School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1550011\"</td>\n",
       "      <td>770</td>\n",
       "      <td>752</td>\n",
       "      <td>97.7</td>\n",
       "      <td>752</td>\n",
       "      <td>81</td>\n",
       "      <td>10.8</td>\n",
       "      <td>95</td>\n",
       "      <td>12.6</td>\n",
       "      <td>350</td>\n",
       "      <td>46.5</td>\n",
       "      <td>226</td>\n",
       "      <td>30.1</td>\n",
       "      <td>576</td>\n",
       "      <td>76.6</td>\n",
       "      <td>559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1550011\"</td>\n",
       "      <td>770</td>\n",
       "      <td>752</td>\n",
       "      <td>97.7</td>\n",
       "      <td>751</td>\n",
       "      <td>108</td>\n",
       "      <td>14.4</td>\n",
       "      <td>221</td>\n",
       "      <td>29.4</td>\n",
       "      <td>261</td>\n",
       "      <td>34.8</td>\n",
       "      <td>161</td>\n",
       "      <td>21.4</td>\n",
       "      <td>422</td>\n",
       "      <td>56.2</td>\n",
       "      <td>545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">West Haven School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1560011\"</td>\n",
       "      <td>322</td>\n",
       "      <td>304</td>\n",
       "      <td>94.4</td>\n",
       "      <td>304</td>\n",
       "      <td>84</td>\n",
       "      <td>27.6</td>\n",
       "      <td>80</td>\n",
       "      <td>26.3</td>\n",
       "      <td>123</td>\n",
       "      <td>40.5</td>\n",
       "      <td>17</td>\n",
       "      <td>5.6</td>\n",
       "      <td>140</td>\n",
       "      <td>46.1</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1560011\"</td>\n",
       "      <td>322</td>\n",
       "      <td>304</td>\n",
       "      <td>94.4</td>\n",
       "      <td>304</td>\n",
       "      <td>104</td>\n",
       "      <td>34.2</td>\n",
       "      <td>149</td>\n",
       "      <td>49.0</td>\n",
       "      <td>45</td>\n",
       "      <td>14.8</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51</td>\n",
       "      <td>16.8</td>\n",
       "      <td>453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Westbrook School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1540011\"</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>98.7</td>\n",
       "      <td>75</td>\n",
       "      <td>9</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15</td>\n",
       "      <td>20.0</td>\n",
       "      <td>44</td>\n",
       "      <td>58.7</td>\n",
       "      <td>7</td>\n",
       "      <td>9.3</td>\n",
       "      <td>51</td>\n",
       "      <td>68.0</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1540011\"</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>98.7</td>\n",
       "      <td>75</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>35</td>\n",
       "      <td>46.7</td>\n",
       "      <td>24</td>\n",
       "      <td>32.0</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Weston School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>207</td>\n",
       "      <td>198</td>\n",
       "      <td>95.7</td>\n",
       "      <td>197</td>\n",
       "      <td>19</td>\n",
       "      <td>9.6</td>\n",
       "      <td>12</td>\n",
       "      <td>6.1</td>\n",
       "      <td>90</td>\n",
       "      <td>45.7</td>\n",
       "      <td>76</td>\n",
       "      <td>38.6</td>\n",
       "      <td>166</td>\n",
       "      <td>84.3</td>\n",
       "      <td>585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1570011\"</td>\n",
       "      <td>207</td>\n",
       "      <td>198</td>\n",
       "      <td>95.7</td>\n",
       "      <td>197</td>\n",
       "      <td>25</td>\n",
       "      <td>12.7</td>\n",
       "      <td>32</td>\n",
       "      <td>16.2</td>\n",
       "      <td>69</td>\n",
       "      <td>35.0</td>\n",
       "      <td>71</td>\n",
       "      <td>36.0</td>\n",
       "      <td>140</td>\n",
       "      <td>71.1</td>\n",
       "      <td>582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Westport School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1580011\"</td>\n",
       "      <td>439</td>\n",
       "      <td>433</td>\n",
       "      <td>98.6</td>\n",
       "      <td>433</td>\n",
       "      <td>23</td>\n",
       "      <td>5.3</td>\n",
       "      <td>17</td>\n",
       "      <td>3.9</td>\n",
       "      <td>200</td>\n",
       "      <td>46.2</td>\n",
       "      <td>193</td>\n",
       "      <td>44.6</td>\n",
       "      <td>393</td>\n",
       "      <td>90.8</td>\n",
       "      <td>598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1580011\"</td>\n",
       "      <td>439</td>\n",
       "      <td>433</td>\n",
       "      <td>98.6</td>\n",
       "      <td>433</td>\n",
       "      <td>32</td>\n",
       "      <td>7.4</td>\n",
       "      <td>74</td>\n",
       "      <td>17.1</td>\n",
       "      <td>163</td>\n",
       "      <td>37.6</td>\n",
       "      <td>164</td>\n",
       "      <td>37.9</td>\n",
       "      <td>327</td>\n",
       "      <td>75.5</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Wethersfield School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1590011\"</td>\n",
       "      <td>259</td>\n",
       "      <td>252</td>\n",
       "      <td>97.3</td>\n",
       "      <td>252</td>\n",
       "      <td>34</td>\n",
       "      <td>13.5</td>\n",
       "      <td>40</td>\n",
       "      <td>15.9</td>\n",
       "      <td>146</td>\n",
       "      <td>57.9</td>\n",
       "      <td>32</td>\n",
       "      <td>12.7</td>\n",
       "      <td>178</td>\n",
       "      <td>70.6</td>\n",
       "      <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1590011\"</td>\n",
       "      <td>259</td>\n",
       "      <td>252</td>\n",
       "      <td>97.3</td>\n",
       "      <td>252</td>\n",
       "      <td>41</td>\n",
       "      <td>16.3</td>\n",
       "      <td>92</td>\n",
       "      <td>36.5</td>\n",
       "      <td>95</td>\n",
       "      <td>37.7</td>\n",
       "      <td>24</td>\n",
       "      <td>9.5</td>\n",
       "      <td>119</td>\n",
       "      <td>47.2</td>\n",
       "      <td>518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Wilton School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1610011\"</td>\n",
       "      <td>336</td>\n",
       "      <td>328</td>\n",
       "      <td>97.6</td>\n",
       "      <td>328</td>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13</td>\n",
       "      <td>4.0</td>\n",
       "      <td>163</td>\n",
       "      <td>49.7</td>\n",
       "      <td>142</td>\n",
       "      <td>43.3</td>\n",
       "      <td>305</td>\n",
       "      <td>93.0</td>\n",
       "      <td>604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1610011\"</td>\n",
       "      <td>336</td>\n",
       "      <td>328</td>\n",
       "      <td>97.6</td>\n",
       "      <td>327</td>\n",
       "      <td>12</td>\n",
       "      <td>3.7</td>\n",
       "      <td>66</td>\n",
       "      <td>20.2</td>\n",
       "      <td>135</td>\n",
       "      <td>41.3</td>\n",
       "      <td>114</td>\n",
       "      <td>34.9</td>\n",
       "      <td>249</td>\n",
       "      <td>76.1</td>\n",
       "      <td>596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Winchester School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1620011\"</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>Math</th>\n",
       "      <td>=\"1620011\"</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\">Windham School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1630011\"</td>\n",
       "      <td>121</td>\n",
       "      <td>103</td>\n",
       "      <td>85.1</td>\n",
       "      <td>103</td>\n",
       "      <td>48</td>\n",
       "      <td>46.6</td>\n",
       "      <td>29</td>\n",
       "      <td>28.2</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>26</td>\n",
       "      <td>25.2</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1630011\"</td>\n",
       "      <td>121</td>\n",
       "      <td>103</td>\n",
       "      <td>85.1</td>\n",
       "      <td>103</td>\n",
       "      <td>64</td>\n",
       "      <td>62.1</td>\n",
       "      <td>28</td>\n",
       "      <td>27.2</td>\n",
       "      <td>11</td>\n",
       "      <td>10.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11</td>\n",
       "      <td>10.7</td>\n",
       "      <td>409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Windsor Locks School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1650011\"</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>94.7</td>\n",
       "      <td>89</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>24</td>\n",
       "      <td>27.0</td>\n",
       "      <td>45</td>\n",
       "      <td>50.6</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1650011\"</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>94.7</td>\n",
       "      <td>89</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>41</td>\n",
       "      <td>46.1</td>\n",
       "      <td>25</td>\n",
       "      <td>28.1</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Windsor School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1640011\"</td>\n",
       "      <td>275</td>\n",
       "      <td>262</td>\n",
       "      <td>95.3</td>\n",
       "      <td>262</td>\n",
       "      <td>46</td>\n",
       "      <td>17.6</td>\n",
       "      <td>70</td>\n",
       "      <td>26.7</td>\n",
       "      <td>122</td>\n",
       "      <td>46.6</td>\n",
       "      <td>24</td>\n",
       "      <td>9.2</td>\n",
       "      <td>146</td>\n",
       "      <td>55.7</td>\n",
       "      <td>502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1640011\"</td>\n",
       "      <td>275</td>\n",
       "      <td>262</td>\n",
       "      <td>95.3</td>\n",
       "      <td>262</td>\n",
       "      <td>66</td>\n",
       "      <td>25.2</td>\n",
       "      <td>122</td>\n",
       "      <td>46.6</td>\n",
       "      <td>54</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20</td>\n",
       "      <td>7.6</td>\n",
       "      <td>74</td>\n",
       "      <td>28.2</td>\n",
       "      <td>482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Wolcott School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1660011\"</td>\n",
       "      <td>194</td>\n",
       "      <td>190</td>\n",
       "      <td>97.9</td>\n",
       "      <td>190</td>\n",
       "      <td>18</td>\n",
       "      <td>9.5</td>\n",
       "      <td>29</td>\n",
       "      <td>15.3</td>\n",
       "      <td>115</td>\n",
       "      <td>60.5</td>\n",
       "      <td>28</td>\n",
       "      <td>14.7</td>\n",
       "      <td>143</td>\n",
       "      <td>75.3</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"1660011\"</td>\n",
       "      <td>194</td>\n",
       "      <td>190</td>\n",
       "      <td>97.9</td>\n",
       "      <td>190</td>\n",
       "      <td>32</td>\n",
       "      <td>16.8</td>\n",
       "      <td>73</td>\n",
       "      <td>38.4</td>\n",
       "      <td>62</td>\n",
       "      <td>32.6</td>\n",
       "      <td>23</td>\n",
       "      <td>12.1</td>\n",
       "      <td>85</td>\n",
       "      <td>44.7</td>\n",
       "      <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Woodstock Academy District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>260</td>\n",
       "      <td>258</td>\n",
       "      <td>99.2</td>\n",
       "      <td>258</td>\n",
       "      <td>21</td>\n",
       "      <td>8.1</td>\n",
       "      <td>39</td>\n",
       "      <td>15.1</td>\n",
       "      <td>153</td>\n",
       "      <td>59.3</td>\n",
       "      <td>45</td>\n",
       "      <td>17.4</td>\n",
       "      <td>198</td>\n",
       "      <td>76.7</td>\n",
       "      <td>540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Math</th>\n",
       "      <td>=\"9030022\"</td>\n",
       "      <td>260</td>\n",
       "      <td>258</td>\n",
       "      <td>99.2</td>\n",
       "      <td>258</td>\n",
       "      <td>34</td>\n",
       "      <td>13.2</td>\n",
       "      <td>93</td>\n",
       "      <td>36.0</td>\n",
       "      <td>76</td>\n",
       "      <td>29.5</td>\n",
       "      <td>55</td>\n",
       "      <td>21.3</td>\n",
       "      <td>131</td>\n",
       "      <td>50.8</td>\n",
       "      <td>538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Woodstock School District</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-16</th>\n",
       "      <th>ELA</th>\n",
       "      <td>=\"1690011\"</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>Math</th>\n",
       "      <td>=\"1690011\"</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 District Code  \\\n",
       "District                                         year    Subject                 \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA        =\"2880013\"   \n",
       "                                                         Math       =\"2880013\"   \n",
       "Amistad Academy District                         2015-16 ELA        =\"2790013\"   \n",
       "                                                         Math       =\"2790013\"   \n",
       "Ansonia School District                          2015-16 ELA        =\"0020011\"   \n",
       "                                                         Math       =\"0020011\"   \n",
       "Area Cooperative Educational Services            2015-16 ELA        =\"2440014\"   \n",
       "                                                         Math       =\"2440014\"   \n",
       "Avon School District                             2015-16 ELA        =\"0040011\"   \n",
       "                                                         Math       =\"0040011\"   \n",
       "Berlin School District                           2015-16 ELA        =\"0070011\"   \n",
       "                                                         Math       =\"0070011\"   \n",
       "Bethel School District                           2015-16 ELA        =\"0090011\"   \n",
       "                                                         Math       =\"0090011\"   \n",
       "Bloomfield School District                       2015-16 ELA        =\"0110011\"   \n",
       "                                                         Math       =\"0110011\"   \n",
       "Bolton School District                           2015-16 ELA        =\"0120011\"   \n",
       "                                                         Math       =\"0120011\"   \n",
       "Branford School District                         2015-16 ELA        =\"0140011\"   \n",
       "                                                         Math       =\"0140011\"   \n",
       "Bridgeport Achievement First District            2015-16 ELA        =\"2850013\"   \n",
       "                                                         Math       =\"2850013\"   \n",
       "Bridgeport School District                       2015-16 ELA        =\"0150011\"   \n",
       "                                                         Math       =\"0150011\"   \n",
       "Bristol School District                          2015-16 ELA        =\"0170011\"   \n",
       "                                                         Math       =\"0170011\"   \n",
       "Brookfield School District                       2015-16 ELA        =\"0180011\"   \n",
       "                                                         Math       =\"0180011\"   \n",
       "Brooklyn School District                         2015-16 ELA        =\"0190011\"   \n",
       "                                                         Math       =\"0190011\"   \n",
       "...                                                                        ...   \n",
       "Watertown School District                        2015-16 ELA        =\"1530011\"   \n",
       "                                                         Math       =\"1530011\"   \n",
       "West Hartford School District                    2015-16 ELA        =\"1550011\"   \n",
       "                                                         Math       =\"1550011\"   \n",
       "West Haven School District                       2015-16 ELA        =\"1560011\"   \n",
       "                                                         Math       =\"1560011\"   \n",
       "Westbrook School District                        2015-16 ELA        =\"1540011\"   \n",
       "                                                         Math       =\"1540011\"   \n",
       "Weston School District                           2015-16 ELA        =\"1570011\"   \n",
       "                                                         Math       =\"1570011\"   \n",
       "Westport School District                         2015-16 ELA        =\"1580011\"   \n",
       "                                                         Math       =\"1580011\"   \n",
       "Wethersfield School District                     2015-16 ELA        =\"1590011\"   \n",
       "                                                         Math       =\"1590011\"   \n",
       "Wilton School District                           2015-16 ELA        =\"1610011\"   \n",
       "                                                         Math       =\"1610011\"   \n",
       "Winchester School District                       2015-16 ELA        =\"1620011\"   \n",
       "                                                         Math       =\"1620011\"   \n",
       "Windham School District                          2015-16 ELA        =\"1630011\"   \n",
       "                                                         Math       =\"1630011\"   \n",
       "Windsor Locks School District                    2015-16 ELA        =\"1650011\"   \n",
       "                                                         Math       =\"1650011\"   \n",
       "Windsor School District                          2015-16 ELA        =\"1640011\"   \n",
       "                                                         Math       =\"1640011\"   \n",
       "Wolcott School District                          2015-16 ELA        =\"1660011\"   \n",
       "                                                         Math       =\"1660011\"   \n",
       "Woodstock Academy District                       2015-16 ELA        =\"9030022\"   \n",
       "                                                         Math       =\"9030022\"   \n",
       "Woodstock School District                        2015-16 ELA        =\"1690011\"   \n",
       "                                                         Math       =\"1690011\"   \n",
       "\n",
       "                                                                 Total Number of Students  \\\n",
       "District                                         year    Subject                            \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                           32   \n",
       "                                                         Math                          32   \n",
       "Amistad Academy District                         2015-16 ELA                           45   \n",
       "                                                         Math                          45   \n",
       "Ansonia School District                          2015-16 ELA                          151   \n",
       "                                                         Math                         151   \n",
       "Area Cooperative Educational Services            2015-16 ELA                           30   \n",
       "                                                         Math                          30   \n",
       "Avon School District                             2015-16 ELA                          249   \n",
       "                                                         Math                         249   \n",
       "Berlin School District                           2015-16 ELA                          236   \n",
       "                                                         Math                         236   \n",
       "Bethel School District                           2015-16 ELA                          202   \n",
       "                                                         Math                         202   \n",
       "Bloomfield School District                       2015-16 ELA                          173   \n",
       "                                                         Math                         173   \n",
       "Bolton School District                           2015-16 ELA                           67   \n",
       "                                                         Math                          67   \n",
       "Branford School District                         2015-16 ELA                          256   \n",
       "                                                         Math                         256   \n",
       "Bridgeport Achievement First District            2015-16 ELA                           36   \n",
       "                                                         Math                          36   \n",
       "Bridgeport School District                       2015-16 ELA                         1185   \n",
       "                                                         Math                        1185   \n",
       "Bristol School District                          2015-16 ELA                          580   \n",
       "                                                         Math                         580   \n",
       "Brookfield School District                       2015-16 ELA                          228   \n",
       "                                                         Math                         228   \n",
       "Brooklyn School District                         2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "...                                                                                   ...   \n",
       "Watertown School District                        2015-16 ELA                          206   \n",
       "                                                         Math                         206   \n",
       "West Hartford School District                    2015-16 ELA                          770   \n",
       "                                                         Math                         770   \n",
       "West Haven School District                       2015-16 ELA                          322   \n",
       "                                                         Math                         322   \n",
       "Westbrook School District                        2015-16 ELA                           76   \n",
       "                                                         Math                          76   \n",
       "Weston School District                           2015-16 ELA                          207   \n",
       "                                                         Math                         207   \n",
       "Westport School District                         2015-16 ELA                          439   \n",
       "                                                         Math                         439   \n",
       "Wethersfield School District                     2015-16 ELA                          259   \n",
       "                                                         Math                         259   \n",
       "Wilton School District                           2015-16 ELA                          336   \n",
       "                                                         Math                         336   \n",
       "Winchester School District                       2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Windham School District                          2015-16 ELA                          121   \n",
       "                                                         Math                         121   \n",
       "Windsor Locks School District                    2015-16 ELA                           94   \n",
       "                                                         Math                          94   \n",
       "Windsor School District                          2015-16 ELA                          275   \n",
       "                                                         Math                         275   \n",
       "Wolcott School District                          2015-16 ELA                          194   \n",
       "                                                         Math                         194   \n",
       "Woodstock Academy District                       2015-16 ELA                          260   \n",
       "                                                         Math                         260   \n",
       "Woodstock School District                        2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "\n",
       "                                                                 Total Number Tested  \\\n",
       "District                                         year    Subject                       \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                      30   \n",
       "                                                         Math                     30   \n",
       "Amistad Academy District                         2015-16 ELA                      44   \n",
       "                                                         Math                     44   \n",
       "Ansonia School District                          2015-16 ELA                     138   \n",
       "                                                         Math                    138   \n",
       "Area Cooperative Educational Services            2015-16 ELA                      19   \n",
       "                                                         Math                     19   \n",
       "Avon School District                             2015-16 ELA                     245   \n",
       "                                                         Math                    245   \n",
       "Berlin School District                           2015-16 ELA                     230   \n",
       "                                                         Math                    230   \n",
       "Bethel School District                           2015-16 ELA                     194   \n",
       "                                                         Math                    194   \n",
       "Bloomfield School District                       2015-16 ELA                     166   \n",
       "                                                         Math                    166   \n",
       "Bolton School District                           2015-16 ELA                      67   \n",
       "                                                         Math                     67   \n",
       "Branford School District                         2015-16 ELA                     245   \n",
       "                                                         Math                    245   \n",
       "Bridgeport Achievement First District            2015-16 ELA                      35   \n",
       "                                                         Math                     35   \n",
       "Bridgeport School District                       2015-16 ELA                    1022   \n",
       "                                                         Math                   1022   \n",
       "Bristol School District                          2015-16 ELA                     554   \n",
       "                                                         Math                    554   \n",
       "Brookfield School District                       2015-16 ELA                     223   \n",
       "                                                         Math                    223   \n",
       "Brooklyn School District                         2015-16 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "...                                                                              ...   \n",
       "Watertown School District                        2015-16 ELA                     199   \n",
       "                                                         Math                    199   \n",
       "West Hartford School District                    2015-16 ELA                     752   \n",
       "                                                         Math                    752   \n",
       "West Haven School District                       2015-16 ELA                     304   \n",
       "                                                         Math                    304   \n",
       "Westbrook School District                        2015-16 ELA                      75   \n",
       "                                                         Math                     75   \n",
       "Weston School District                           2015-16 ELA                     198   \n",
       "                                                         Math                    198   \n",
       "Westport School District                         2015-16 ELA                     433   \n",
       "                                                         Math                    433   \n",
       "Wethersfield School District                     2015-16 ELA                     252   \n",
       "                                                         Math                    252   \n",
       "Wilton School District                           2015-16 ELA                     328   \n",
       "                                                         Math                    328   \n",
       "Winchester School District                       2015-16 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "Windham School District                          2015-16 ELA                     103   \n",
       "                                                         Math                    103   \n",
       "Windsor Locks School District                    2015-16 ELA                      89   \n",
       "                                                         Math                     89   \n",
       "Windsor School District                          2015-16 ELA                     262   \n",
       "                                                         Math                    262   \n",
       "Wolcott School District                          2015-16 ELA                     190   \n",
       "                                                         Math                    190   \n",
       "Woodstock Academy District                       2015-16 ELA                     258   \n",
       "                                                         Math                    258   \n",
       "Woodstock School District                        2015-16 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "\n",
       "                                                                 Connecticut School Day SAT Participation Rate  \\\n",
       "District                                         year    Subject                                                 \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                                              93.8   \n",
       "                                                         Math                                             93.8   \n",
       "Amistad Academy District                         2015-16 ELA                                              97.8   \n",
       "                                                         Math                                             97.8   \n",
       "Ansonia School District                          2015-16 ELA                                              91.4   \n",
       "                                                         Math                                             91.4   \n",
       "Area Cooperative Educational Services            2015-16 ELA                                              63.3   \n",
       "                                                         Math                                             63.3   \n",
       "Avon School District                             2015-16 ELA                                              98.4   \n",
       "                                                         Math                                             98.4   \n",
       "Berlin School District                           2015-16 ELA                                              97.5   \n",
       "                                                         Math                                             97.5   \n",
       "Bethel School District                           2015-16 ELA                                              96.0   \n",
       "                                                         Math                                             96.0   \n",
       "Bloomfield School District                       2015-16 ELA                                              96.0   \n",
       "                                                         Math                                             96.0   \n",
       "Bolton School District                           2015-16 ELA                                             100.0   \n",
       "                                                         Math                                            100.0   \n",
       "Branford School District                         2015-16 ELA                                              95.7   \n",
       "                                                         Math                                             95.7   \n",
       "Bridgeport Achievement First District            2015-16 ELA                                              97.2   \n",
       "                                                         Math                                             97.2   \n",
       "Bridgeport School District                       2015-16 ELA                                              86.2   \n",
       "                                                         Math                                             86.2   \n",
       "Bristol School District                          2015-16 ELA                                              95.5   \n",
       "                                                         Math                                             95.5   \n",
       "Brookfield School District                       2015-16 ELA                                              97.8   \n",
       "                                                         Math                                             97.8   \n",
       "Brooklyn School District                         2015-16 ELA                                                 *   \n",
       "                                                         Math                                                *   \n",
       "...                                                                                                        ...   \n",
       "Watertown School District                        2015-16 ELA                                              96.6   \n",
       "                                                         Math                                             96.6   \n",
       "West Hartford School District                    2015-16 ELA                                              97.7   \n",
       "                                                         Math                                             97.7   \n",
       "West Haven School District                       2015-16 ELA                                              94.4   \n",
       "                                                         Math                                             94.4   \n",
       "Westbrook School District                        2015-16 ELA                                              98.7   \n",
       "                                                         Math                                             98.7   \n",
       "Weston School District                           2015-16 ELA                                              95.7   \n",
       "                                                         Math                                             95.7   \n",
       "Westport School District                         2015-16 ELA                                              98.6   \n",
       "                                                         Math                                             98.6   \n",
       "Wethersfield School District                     2015-16 ELA                                              97.3   \n",
       "                                                         Math                                             97.3   \n",
       "Wilton School District                           2015-16 ELA                                              97.6   \n",
       "                                                         Math                                             97.6   \n",
       "Winchester School District                       2015-16 ELA                                                 *   \n",
       "                                                         Math                                                *   \n",
       "Windham School District                          2015-16 ELA                                              85.1   \n",
       "                                                         Math                                             85.1   \n",
       "Windsor Locks School District                    2015-16 ELA                                              94.7   \n",
       "                                                         Math                                             94.7   \n",
       "Windsor School District                          2015-16 ELA                                              95.3   \n",
       "                                                         Math                                             95.3   \n",
       "Wolcott School District                          2015-16 ELA                                              97.9   \n",
       "                                                         Math                                             97.9   \n",
       "Woodstock Academy District                       2015-16 ELA                                              99.2   \n",
       "                                                         Math                                             99.2   \n",
       "Woodstock School District                        2015-16 ELA                                                 *   \n",
       "                                                         Math                                                *   \n",
       "\n",
       "                                                                 Total Numberwith Scored Tests  \\\n",
       "District                                         year    Subject                                 \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                                30   \n",
       "                                                         Math                               30   \n",
       "Amistad Academy District                         2015-16 ELA                                44   \n",
       "                                                         Math                               44   \n",
       "Ansonia School District                          2015-16 ELA                               138   \n",
       "                                                         Math                              138   \n",
       "Area Cooperative Educational Services            2015-16 ELA                                18   \n",
       "                                                         Math                               16   \n",
       "Avon School District                             2015-16 ELA                               243   \n",
       "                                                         Math                              244   \n",
       "Berlin School District                           2015-16 ELA                               230   \n",
       "                                                         Math                              230   \n",
       "Bethel School District                           2015-16 ELA                               194   \n",
       "                                                         Math                              194   \n",
       "Bloomfield School District                       2015-16 ELA                               166   \n",
       "                                                         Math                              166   \n",
       "Bolton School District                           2015-16 ELA                                67   \n",
       "                                                         Math                               67   \n",
       "Branford School District                         2015-16 ELA                               245   \n",
       "                                                         Math                              245   \n",
       "Bridgeport Achievement First District            2015-16 ELA                                34   \n",
       "                                                         Math                               35   \n",
       "Bridgeport School District                       2015-16 ELA                              1022   \n",
       "                                                         Math                             1020   \n",
       "Bristol School District                          2015-16 ELA                               554   \n",
       "                                                         Math                              554   \n",
       "Brookfield School District                       2015-16 ELA                               223   \n",
       "                                                         Math                              223   \n",
       "Brooklyn School District                         2015-16 ELA                                 *   \n",
       "                                                         Math                                *   \n",
       "...                                                                                        ...   \n",
       "Watertown School District                        2015-16 ELA                               199   \n",
       "                                                         Math                              199   \n",
       "West Hartford School District                    2015-16 ELA                               752   \n",
       "                                                         Math                              751   \n",
       "West Haven School District                       2015-16 ELA                               304   \n",
       "                                                         Math                              304   \n",
       "Westbrook School District                        2015-16 ELA                                75   \n",
       "                                                         Math                               75   \n",
       "Weston School District                           2015-16 ELA                               197   \n",
       "                                                         Math                              197   \n",
       "Westport School District                         2015-16 ELA                               433   \n",
       "                                                         Math                              433   \n",
       "Wethersfield School District                     2015-16 ELA                               252   \n",
       "                                                         Math                              252   \n",
       "Wilton School District                           2015-16 ELA                               328   \n",
       "                                                         Math                              327   \n",
       "Winchester School District                       2015-16 ELA                                 *   \n",
       "                                                         Math                                *   \n",
       "Windham School District                          2015-16 ELA                               103   \n",
       "                                                         Math                              103   \n",
       "Windsor Locks School District                    2015-16 ELA                                89   \n",
       "                                                         Math                               89   \n",
       "Windsor School District                          2015-16 ELA                               262   \n",
       "                                                         Math                              262   \n",
       "Wolcott School District                          2015-16 ELA                               190   \n",
       "                                                         Math                              190   \n",
       "Woodstock Academy District                       2015-16 ELA                               258   \n",
       "                                                         Math                              258   \n",
       "Woodstock School District                        2015-16 ELA                                 *   \n",
       "                                                         Math                                *   \n",
       "\n",
       "                                                                 Level 1 Not Met Count  \\\n",
       "District                                         year    Subject                         \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Amistad Academy District                         2015-16 ELA                         6   \n",
       "                                                         Math                       11   \n",
       "Ansonia School District                          2015-16 ELA                        37   \n",
       "                                                         Math                       58   \n",
       "Area Cooperative Educational Services            2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Avon School District                             2015-16 ELA                         8   \n",
       "                                                         Math                       13   \n",
       "Berlin School District                           2015-16 ELA                        22   \n",
       "                                                         Math                       31   \n",
       "Bethel School District                           2015-16 ELA                        19   \n",
       "                                                         Math                       26   \n",
       "Bloomfield School District                       2015-16 ELA                        49   \n",
       "                                                         Math                       49   \n",
       "Bolton School District                           2015-16 ELA                         6   \n",
       "                                                         Math                       12   \n",
       "Branford School District                         2015-16 ELA                        40   \n",
       "                                                         Math                       57   \n",
       "Bridgeport Achievement First District            2015-16 ELA                         *   \n",
       "                                                         Math                        7   \n",
       "Bridgeport School District                       2015-16 ELA                       456   \n",
       "                                                         Math                      516   \n",
       "Bristol School District                          2015-16 ELA                        70   \n",
       "                                                         Math                      107   \n",
       "Brookfield School District                       2015-16 ELA                         9   \n",
       "                                                         Math                       16   \n",
       "Brooklyn School District                         2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "...                                                                                ...   \n",
       "Watertown School District                        2015-16 ELA                        29   \n",
       "                                                         Math                       40   \n",
       "West Hartford School District                    2015-16 ELA                        81   \n",
       "                                                         Math                      108   \n",
       "West Haven School District                       2015-16 ELA                        84   \n",
       "                                                         Math                      104   \n",
       "Westbrook School District                        2015-16 ELA                         9   \n",
       "                                                         Math                        *   \n",
       "Weston School District                           2015-16 ELA                        19   \n",
       "                                                         Math                       25   \n",
       "Westport School District                         2015-16 ELA                        23   \n",
       "                                                         Math                       32   \n",
       "Wethersfield School District                     2015-16 ELA                        34   \n",
       "                                                         Math                       41   \n",
       "Wilton School District                           2015-16 ELA                        10   \n",
       "                                                         Math                       12   \n",
       "Winchester School District                       2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Windham School District                          2015-16 ELA                        48   \n",
       "                                                         Math                       64   \n",
       "Windsor Locks School District                    2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Windsor School District                          2015-16 ELA                        46   \n",
       "                                                         Math                       66   \n",
       "Wolcott School District                          2015-16 ELA                        18   \n",
       "                                                         Math                       32   \n",
       "Woodstock Academy District                       2015-16 ELA                        21   \n",
       "                                                         Math                       34   \n",
       "Woodstock School District                        2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "\n",
       "                                                                 Level 1 Not Met Count %  \\\n",
       "District                                         year    Subject                           \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "Amistad Academy District                         2015-16 ELA                        13.6   \n",
       "                                                         Math                       25.0   \n",
       "Ansonia School District                          2015-16 ELA                        26.8   \n",
       "                                                         Math                       42.0   \n",
       "Area Cooperative Educational Services            2015-16 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "Avon School District                             2015-16 ELA                         3.3   \n",
       "                                                         Math                        5.3   \n",
       "Berlin School District                           2015-16 ELA                         9.6   \n",
       "                                                         Math                       13.5   \n",
       "Bethel School District                           2015-16 ELA                         9.8   \n",
       "                                                         Math                       13.4   \n",
       "Bloomfield School District                       2015-16 ELA                        29.5   \n",
       "                                                         Math                       29.5   \n",
       "Bolton School District                           2015-16 ELA                         9.0   \n",
       "                                                         Math                       17.9   \n",
       "Branford School District                         2015-16 ELA                        16.3   \n",
       "                                                         Math                       23.3   \n",
       "Bridgeport Achievement First District            2015-16 ELA                           *   \n",
       "                                                         Math                       20.0   \n",
       "Bridgeport School District                       2015-16 ELA                        44.6   \n",
       "                                                         Math                       50.6   \n",
       "Bristol School District                          2015-16 ELA                        12.6   \n",
       "                                                         Math                       19.3   \n",
       "Brookfield School District                       2015-16 ELA                         4.0   \n",
       "                                                         Math                        7.2   \n",
       "Brooklyn School District                         2015-16 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "...                                                                                  ...   \n",
       "Watertown School District                        2015-16 ELA                        14.6   \n",
       "                                                         Math                       20.1   \n",
       "West Hartford School District                    2015-16 ELA                        10.8   \n",
       "                                                         Math                       14.4   \n",
       "West Haven School District                       2015-16 ELA                        27.6   \n",
       "                                                         Math                       34.2   \n",
       "Westbrook School District                        2015-16 ELA                        12.0   \n",
       "                                                         Math                          *   \n",
       "Weston School District                           2015-16 ELA                         9.6   \n",
       "                                                         Math                       12.7   \n",
       "Westport School District                         2015-16 ELA                         5.3   \n",
       "                                                         Math                        7.4   \n",
       "Wethersfield School District                     2015-16 ELA                        13.5   \n",
       "                                                         Math                       16.3   \n",
       "Wilton School District                           2015-16 ELA                         3.0   \n",
       "                                                         Math                        3.7   \n",
       "Winchester School District                       2015-16 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "Windham School District                          2015-16 ELA                        46.6   \n",
       "                                                         Math                       62.1   \n",
       "Windsor Locks School District                    2015-16 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "Windsor School District                          2015-16 ELA                        17.6   \n",
       "                                                         Math                       25.2   \n",
       "Wolcott School District                          2015-16 ELA                         9.5   \n",
       "                                                         Math                       16.8   \n",
       "Woodstock Academy District                       2015-16 ELA                         8.1   \n",
       "                                                         Math                       13.2   \n",
       "Woodstock School District                        2015-16 ELA                           *   \n",
       "                                                         Math                          *   \n",
       "\n",
       "                                                                 Level 2 Approaching Count  \\\n",
       "District                                         year    Subject                             \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                             7   \n",
       "                                                         Math                           13   \n",
       "Amistad Academy District                         2015-16 ELA                             *   \n",
       "                                                         Math                           23   \n",
       "Ansonia School District                          2015-16 ELA                             *   \n",
       "                                                         Math                           50   \n",
       "Area Cooperative Educational Services            2015-16 ELA                             *   \n",
       "                                                         Math                            *   \n",
       "Avon School District                             2015-16 ELA                            16   \n",
       "                                                         Math                           44   \n",
       "Berlin School District                           2015-16 ELA                            38   \n",
       "                                                         Math                           86   \n",
       "Bethel School District                           2015-16 ELA                            22   \n",
       "                                                         Math                           57   \n",
       "Bloomfield School District                       2015-16 ELA                             *   \n",
       "                                                         Math                           93   \n",
       "Bolton School District                           2015-16 ELA                             6   \n",
       "                                                         Math                           23   \n",
       "Branford School District                         2015-16 ELA                            52   \n",
       "                                                         Math                          103   \n",
       "Bridgeport Achievement First District            2015-16 ELA                             *   \n",
       "                                                         Math                           14   \n",
       "Bridgeport School District                       2015-16 ELA                           268   \n",
       "                                                         Math                          402   \n",
       "Bristol School District                          2015-16 ELA                           104   \n",
       "                                                         Math                          258   \n",
       "Brookfield School District                       2015-16 ELA                            25   \n",
       "                                                         Math                           81   \n",
       "Brooklyn School District                         2015-16 ELA                             *   \n",
       "                                                         Math                            *   \n",
       "...                                                                                    ...   \n",
       "Watertown School District                        2015-16 ELA                            33   \n",
       "                                                         Math                          103   \n",
       "West Hartford School District                    2015-16 ELA                            95   \n",
       "                                                         Math                          221   \n",
       "West Haven School District                       2015-16 ELA                            80   \n",
       "                                                         Math                          149   \n",
       "Westbrook School District                        2015-16 ELA                            15   \n",
       "                                                         Math                           35   \n",
       "Weston School District                           2015-16 ELA                            12   \n",
       "                                                         Math                           32   \n",
       "Westport School District                         2015-16 ELA                            17   \n",
       "                                                         Math                           74   \n",
       "Wethersfield School District                     2015-16 ELA                            40   \n",
       "                                                         Math                           92   \n",
       "Wilton School District                           2015-16 ELA                            13   \n",
       "                                                         Math                           66   \n",
       "Winchester School District                       2015-16 ELA                             *   \n",
       "                                                         Math                            *   \n",
       "Windham School District                          2015-16 ELA                            29   \n",
       "                                                         Math                           28   \n",
       "Windsor Locks School District                    2015-16 ELA                            24   \n",
       "                                                         Math                           41   \n",
       "Windsor School District                          2015-16 ELA                            70   \n",
       "                                                         Math                          122   \n",
       "Wolcott School District                          2015-16 ELA                            29   \n",
       "                                                         Math                           73   \n",
       "Woodstock Academy District                       2015-16 ELA                            39   \n",
       "                                                         Math                           93   \n",
       "Woodstock School District                        2015-16 ELA                             *   \n",
       "                                                         Math                            *   \n",
       "\n",
       "                                                                 Level 2 Approaching %  \\\n",
       "District                                         year    Subject                         \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                      23.3   \n",
       "                                                         Math                     43.3   \n",
       "Amistad Academy District                         2015-16 ELA                         *   \n",
       "                                                         Math                     52.3   \n",
       "Ansonia School District                          2015-16 ELA                         *   \n",
       "                                                         Math                     36.2   \n",
       "Area Cooperative Educational Services            2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Avon School District                             2015-16 ELA                       6.6   \n",
       "                                                         Math                     18.0   \n",
       "Berlin School District                           2015-16 ELA                      16.5   \n",
       "                                                         Math                     37.4   \n",
       "Bethel School District                           2015-16 ELA                      11.3   \n",
       "                                                         Math                     29.4   \n",
       "Bloomfield School District                       2015-16 ELA                         *   \n",
       "                                                         Math                     56.0   \n",
       "Bolton School District                           2015-16 ELA                       9.0   \n",
       "                                                         Math                     34.3   \n",
       "Branford School District                         2015-16 ELA                      21.2   \n",
       "                                                         Math                     42.0   \n",
       "Bridgeport Achievement First District            2015-16 ELA                         *   \n",
       "                                                         Math                     40.0   \n",
       "Bridgeport School District                       2015-16 ELA                      26.2   \n",
       "                                                         Math                     39.4   \n",
       "Bristol School District                          2015-16 ELA                      18.8   \n",
       "                                                         Math                     46.6   \n",
       "Brookfield School District                       2015-16 ELA                      11.2   \n",
       "                                                         Math                     36.3   \n",
       "Brooklyn School District                         2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "...                                                                                ...   \n",
       "Watertown School District                        2015-16 ELA                      16.6   \n",
       "                                                         Math                     51.8   \n",
       "West Hartford School District                    2015-16 ELA                      12.6   \n",
       "                                                         Math                     29.4   \n",
       "West Haven School District                       2015-16 ELA                      26.3   \n",
       "                                                         Math                     49.0   \n",
       "Westbrook School District                        2015-16 ELA                      20.0   \n",
       "                                                         Math                     46.7   \n",
       "Weston School District                           2015-16 ELA                       6.1   \n",
       "                                                         Math                     16.2   \n",
       "Westport School District                         2015-16 ELA                       3.9   \n",
       "                                                         Math                     17.1   \n",
       "Wethersfield School District                     2015-16 ELA                      15.9   \n",
       "                                                         Math                     36.5   \n",
       "Wilton School District                           2015-16 ELA                       4.0   \n",
       "                                                         Math                     20.2   \n",
       "Winchester School District                       2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "Windham School District                          2015-16 ELA                      28.2   \n",
       "                                                         Math                     27.2   \n",
       "Windsor Locks School District                    2015-16 ELA                      27.0   \n",
       "                                                         Math                     46.1   \n",
       "Windsor School District                          2015-16 ELA                      26.7   \n",
       "                                                         Math                     46.6   \n",
       "Wolcott School District                          2015-16 ELA                      15.3   \n",
       "                                                         Math                     38.4   \n",
       "Woodstock Academy District                       2015-16 ELA                      15.1   \n",
       "                                                         Math                     36.0   \n",
       "Woodstock School District                        2015-16 ELA                         *   \n",
       "                                                         Math                        *   \n",
       "\n",
       "                                                                 Level 3 Met Count  \\\n",
       "District                                         year    Subject                     \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                    17   \n",
       "                                                         Math                   14   \n",
       "Amistad Academy District                         2015-16 ELA                    28   \n",
       "                                                         Math                    *   \n",
       "Ansonia School District                          2015-16 ELA                    62   \n",
       "                                                         Math                    *   \n",
       "Area Cooperative Educational Services            2015-16 ELA                     *   \n",
       "                                                         Math                    *   \n",
       "Avon School District                             2015-16 ELA                   102   \n",
       "                                                         Math                  101   \n",
       "Berlin School District                           2015-16 ELA                   146   \n",
       "                                                         Math                   92   \n",
       "Bethel School District                           2015-16 ELA                   118   \n",
       "                                                         Math                   91   \n",
       "Bloomfield School District                       2015-16 ELA                    72   \n",
       "                                                         Math                    *   \n",
       "Bolton School District                           2015-16 ELA                    40   \n",
       "                                                         Math                   22   \n",
       "Branford School District                         2015-16 ELA                   108   \n",
       "                                                         Math                   58   \n",
       "Bridgeport Achievement First District            2015-16 ELA                    25   \n",
       "                                                         Math                   14   \n",
       "Bridgeport School District                       2015-16 ELA                   269   \n",
       "                                                         Math                   86   \n",
       "Bristol School District                          2015-16 ELA                   321   \n",
       "                                                         Math                  163   \n",
       "Brookfield School District                       2015-16 ELA                   132   \n",
       "                                                         Math                   96   \n",
       "Brooklyn School District                         2015-16 ELA                     *   \n",
       "                                                         Math                    *   \n",
       "...                                                                            ...   \n",
       "Watertown School District                        2015-16 ELA                   116   \n",
       "                                                         Math                   45   \n",
       "West Hartford School District                    2015-16 ELA                   350   \n",
       "                                                         Math                  261   \n",
       "West Haven School District                       2015-16 ELA                   123   \n",
       "                                                         Math                   45   \n",
       "Westbrook School District                        2015-16 ELA                    44   \n",
       "                                                         Math                   24   \n",
       "Weston School District                           2015-16 ELA                    90   \n",
       "                                                         Math                   69   \n",
       "Westport School District                         2015-16 ELA                   200   \n",
       "                                                         Math                  163   \n",
       "Wethersfield School District                     2015-16 ELA                   146   \n",
       "                                                         Math                   95   \n",
       "Wilton School District                           2015-16 ELA                   163   \n",
       "                                                         Math                  135   \n",
       "Winchester School District                       2015-16 ELA                     *   \n",
       "                                                         Math                    *   \n",
       "Windham School District                          2015-16 ELA                     *   \n",
       "                                                         Math                   11   \n",
       "Windsor Locks School District                    2015-16 ELA                    45   \n",
       "                                                         Math                   25   \n",
       "Windsor School District                          2015-16 ELA                   122   \n",
       "                                                         Math                   54   \n",
       "Wolcott School District                          2015-16 ELA                   115   \n",
       "                                                         Math                   62   \n",
       "Woodstock Academy District                       2015-16 ELA                   153   \n",
       "                                                         Math                   76   \n",
       "Woodstock School District                        2015-16 ELA                     *   \n",
       "                                                         Math                    *   \n",
       "\n",
       "                                                                 Level 3 Met Count %  \\\n",
       "District                                         year    Subject                       \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                    56.7   \n",
       "                                                         Math                   46.7   \n",
       "Amistad Academy District                         2015-16 ELA                    63.6   \n",
       "                                                         Math                      *   \n",
       "Ansonia School District                          2015-16 ELA                    44.9   \n",
       "                                                         Math                      *   \n",
       "Area Cooperative Educational Services            2015-16 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "Avon School District                             2015-16 ELA                    42.0   \n",
       "                                                         Math                   41.4   \n",
       "Berlin School District                           2015-16 ELA                    63.5   \n",
       "                                                         Math                   40.0   \n",
       "Bethel School District                           2015-16 ELA                    60.8   \n",
       "                                                         Math                   46.9   \n",
       "Bloomfield School District                       2015-16 ELA                    43.4   \n",
       "                                                         Math                      *   \n",
       "Bolton School District                           2015-16 ELA                    59.7   \n",
       "                                                         Math                   32.8   \n",
       "Branford School District                         2015-16 ELA                    44.1   \n",
       "                                                         Math                   23.7   \n",
       "Bridgeport Achievement First District            2015-16 ELA                    73.5   \n",
       "                                                         Math                   40.0   \n",
       "Bridgeport School District                       2015-16 ELA                    26.3   \n",
       "                                                         Math                    8.4   \n",
       "Bristol School District                          2015-16 ELA                    57.9   \n",
       "                                                         Math                   29.4   \n",
       "Brookfield School District                       2015-16 ELA                    59.2   \n",
       "                                                         Math                   43.0   \n",
       "Brooklyn School District                         2015-16 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "...                                                                              ...   \n",
       "Watertown School District                        2015-16 ELA                    58.3   \n",
       "                                                         Math                   22.6   \n",
       "West Hartford School District                    2015-16 ELA                    46.5   \n",
       "                                                         Math                   34.8   \n",
       "West Haven School District                       2015-16 ELA                    40.5   \n",
       "                                                         Math                   14.8   \n",
       "Westbrook School District                        2015-16 ELA                    58.7   \n",
       "                                                         Math                   32.0   \n",
       "Weston School District                           2015-16 ELA                    45.7   \n",
       "                                                         Math                   35.0   \n",
       "Westport School District                         2015-16 ELA                    46.2   \n",
       "                                                         Math                   37.6   \n",
       "Wethersfield School District                     2015-16 ELA                    57.9   \n",
       "                                                         Math                   37.7   \n",
       "Wilton School District                           2015-16 ELA                    49.7   \n",
       "                                                         Math                   41.3   \n",
       "Winchester School District                       2015-16 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "Windham School District                          2015-16 ELA                       *   \n",
       "                                                         Math                   10.7   \n",
       "Windsor Locks School District                    2015-16 ELA                    50.6   \n",
       "                                                         Math                   28.1   \n",
       "Windsor School District                          2015-16 ELA                    46.6   \n",
       "                                                         Math                   20.6   \n",
       "Wolcott School District                          2015-16 ELA                    60.5   \n",
       "                                                         Math                   32.6   \n",
       "Woodstock Academy District                       2015-16 ELA                    59.3   \n",
       "                                                         Math                   29.5   \n",
       "Woodstock School District                        2015-16 ELA                       *   \n",
       "                                                         Math                      *   \n",
       "\n",
       "                                                                 Level 4 Exceeded Count  \\\n",
       "District                                         year    Subject                          \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Amistad Academy District                         2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Ansonia School District                          2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Area Cooperative Educational Services            2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Avon School District                             2015-16 ELA                        117   \n",
       "                                                         Math                        86   \n",
       "Berlin School District                           2015-16 ELA                         24   \n",
       "                                                         Math                        21   \n",
       "Bethel School District                           2015-16 ELA                         35   \n",
       "                                                         Math                        20   \n",
       "Bloomfield School District                       2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Bolton School District                           2015-16 ELA                         15   \n",
       "                                                         Math                        10   \n",
       "Branford School District                         2015-16 ELA                         45   \n",
       "                                                         Math                        27   \n",
       "Bridgeport Achievement First District            2015-16 ELA                          *   \n",
       "                                                         Math                         0   \n",
       "Bridgeport School District                       2015-16 ELA                         29   \n",
       "                                                         Math                        16   \n",
       "Bristol School District                          2015-16 ELA                         59   \n",
       "                                                         Math                        26   \n",
       "Brookfield School District                       2015-16 ELA                         57   \n",
       "                                                         Math                        30   \n",
       "Brooklyn School District                         2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "...                                                                                 ...   \n",
       "Watertown School District                        2015-16 ELA                         21   \n",
       "                                                         Math                        11   \n",
       "West Hartford School District                    2015-16 ELA                        226   \n",
       "                                                         Math                       161   \n",
       "West Haven School District                       2015-16 ELA                         17   \n",
       "                                                         Math                         6   \n",
       "Westbrook School District                        2015-16 ELA                          7   \n",
       "                                                         Math                         *   \n",
       "Weston School District                           2015-16 ELA                         76   \n",
       "                                                         Math                        71   \n",
       "Westport School District                         2015-16 ELA                        193   \n",
       "                                                         Math                       164   \n",
       "Wethersfield School District                     2015-16 ELA                         32   \n",
       "                                                         Math                        24   \n",
       "Wilton School District                           2015-16 ELA                        142   \n",
       "                                                         Math                       114   \n",
       "Winchester School District                       2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Windham School District                          2015-16 ELA                          *   \n",
       "                                                         Math                         0   \n",
       "Windsor Locks School District                    2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "Windsor School District                          2015-16 ELA                         24   \n",
       "                                                         Math                        20   \n",
       "Wolcott School District                          2015-16 ELA                         28   \n",
       "                                                         Math                        23   \n",
       "Woodstock Academy District                       2015-16 ELA                         45   \n",
       "                                                         Math                        55   \n",
       "Woodstock School District                        2015-16 ELA                          *   \n",
       "                                                         Math                         *   \n",
       "\n",
       "                                                                 Level 4 Exceeded Count %  \\\n",
       "District                                         year    Subject                            \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Amistad Academy District                         2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Ansonia School District                          2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Area Cooperative Educational Services            2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Avon School District                             2015-16 ELA                         48.1   \n",
       "                                                         Math                        35.2   \n",
       "Berlin School District                           2015-16 ELA                         10.4   \n",
       "                                                         Math                         9.1   \n",
       "Bethel School District                           2015-16 ELA                         18.0   \n",
       "                                                         Math                        10.3   \n",
       "Bloomfield School District                       2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Bolton School District                           2015-16 ELA                         22.4   \n",
       "                                                         Math                        14.9   \n",
       "Branford School District                         2015-16 ELA                         18.4   \n",
       "                                                         Math                        11.0   \n",
       "Bridgeport Achievement First District            2015-16 ELA                            *   \n",
       "                                                         Math                         0.0   \n",
       "Bridgeport School District                       2015-16 ELA                          2.8   \n",
       "                                                         Math                         1.6   \n",
       "Bristol School District                          2015-16 ELA                         10.6   \n",
       "                                                         Math                         4.7   \n",
       "Brookfield School District                       2015-16 ELA                         25.6   \n",
       "                                                         Math                        13.5   \n",
       "Brooklyn School District                         2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "...                                                                                   ...   \n",
       "Watertown School District                        2015-16 ELA                         10.6   \n",
       "                                                         Math                         5.5   \n",
       "West Hartford School District                    2015-16 ELA                         30.1   \n",
       "                                                         Math                        21.4   \n",
       "West Haven School District                       2015-16 ELA                          5.6   \n",
       "                                                         Math                         2.0   \n",
       "Westbrook School District                        2015-16 ELA                          9.3   \n",
       "                                                         Math                           *   \n",
       "Weston School District                           2015-16 ELA                         38.6   \n",
       "                                                         Math                        36.0   \n",
       "Westport School District                         2015-16 ELA                         44.6   \n",
       "                                                         Math                        37.9   \n",
       "Wethersfield School District                     2015-16 ELA                         12.7   \n",
       "                                                         Math                         9.5   \n",
       "Wilton School District                           2015-16 ELA                         43.3   \n",
       "                                                         Math                        34.9   \n",
       "Winchester School District                       2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Windham School District                          2015-16 ELA                            *   \n",
       "                                                         Math                         0.0   \n",
       "Windsor Locks School District                    2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "Windsor School District                          2015-16 ELA                          9.2   \n",
       "                                                         Math                         7.6   \n",
       "Wolcott School District                          2015-16 ELA                         14.7   \n",
       "                                                         Math                        12.1   \n",
       "Woodstock Academy District                       2015-16 ELA                         17.4   \n",
       "                                                         Math                        21.3   \n",
       "Woodstock School District                        2015-16 ELA                            *   \n",
       "                                                         Math                           *   \n",
       "\n",
       "                                                                 Level 3&4 Met or Exceeded Count  \\\n",
       "District                                         year    Subject                                   \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "Amistad Academy District                         2015-16 ELA                                   *   \n",
       "                                                         Math                                 10   \n",
       "Ansonia School District                          2015-16 ELA                                   *   \n",
       "                                                         Math                                 30   \n",
       "Area Cooperative Educational Services            2015-16 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "Avon School District                             2015-16 ELA                                 219   \n",
       "                                                         Math                                187   \n",
       "Berlin School District                           2015-16 ELA                                 170   \n",
       "                                                         Math                                113   \n",
       "Bethel School District                           2015-16 ELA                                 153   \n",
       "                                                         Math                                111   \n",
       "Bloomfield School District                       2015-16 ELA                                   *   \n",
       "                                                         Math                                 24   \n",
       "Bolton School District                           2015-16 ELA                                  55   \n",
       "                                                         Math                                 32   \n",
       "Branford School District                         2015-16 ELA                                 153   \n",
       "                                                         Math                                 85   \n",
       "Bridgeport Achievement First District            2015-16 ELA                                   *   \n",
       "                                                         Math                                 14   \n",
       "Bridgeport School District                       2015-16 ELA                                 298   \n",
       "                                                         Math                                102   \n",
       "Bristol School District                          2015-16 ELA                                 380   \n",
       "                                                         Math                                189   \n",
       "Brookfield School District                       2015-16 ELA                                 189   \n",
       "                                                         Math                                126   \n",
       "Brooklyn School District                         2015-16 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "...                                                                                          ...   \n",
       "Watertown School District                        2015-16 ELA                                 137   \n",
       "                                                         Math                                 56   \n",
       "West Hartford School District                    2015-16 ELA                                 576   \n",
       "                                                         Math                                422   \n",
       "West Haven School District                       2015-16 ELA                                 140   \n",
       "                                                         Math                                 51   \n",
       "Westbrook School District                        2015-16 ELA                                  51   \n",
       "                                                         Math                                  *   \n",
       "Weston School District                           2015-16 ELA                                 166   \n",
       "                                                         Math                                140   \n",
       "Westport School District                         2015-16 ELA                                 393   \n",
       "                                                         Math                                327   \n",
       "Wethersfield School District                     2015-16 ELA                                 178   \n",
       "                                                         Math                                119   \n",
       "Wilton School District                           2015-16 ELA                                 305   \n",
       "                                                         Math                                249   \n",
       "Winchester School District                       2015-16 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "Windham School District                          2015-16 ELA                                  26   \n",
       "                                                         Math                                 11   \n",
       "Windsor Locks School District                    2015-16 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "Windsor School District                          2015-16 ELA                                 146   \n",
       "                                                         Math                                 74   \n",
       "Wolcott School District                          2015-16 ELA                                 143   \n",
       "                                                         Math                                 85   \n",
       "Woodstock Academy District                       2015-16 ELA                                 198   \n",
       "                                                         Math                                131   \n",
       "Woodstock School District                        2015-16 ELA                                   *   \n",
       "                                                         Math                                  *   \n",
       "\n",
       "                                                                 Level 3&4 Met or Exceeded %  \\\n",
       "District                                         year    Subject                               \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "Amistad Academy District                         2015-16 ELA                               *   \n",
       "                                                         Math                           22.7   \n",
       "Ansonia School District                          2015-16 ELA                               *   \n",
       "                                                         Math                           21.7   \n",
       "Area Cooperative Educational Services            2015-16 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "Avon School District                             2015-16 ELA                            90.1   \n",
       "                                                         Math                           76.6   \n",
       "Berlin School District                           2015-16 ELA                            73.9   \n",
       "                                                         Math                           49.1   \n",
       "Bethel School District                           2015-16 ELA                            78.9   \n",
       "                                                         Math                           57.2   \n",
       "Bloomfield School District                       2015-16 ELA                               *   \n",
       "                                                         Math                           14.5   \n",
       "Bolton School District                           2015-16 ELA                            82.1   \n",
       "                                                         Math                           47.8   \n",
       "Branford School District                         2015-16 ELA                            62.4   \n",
       "                                                         Math                           34.7   \n",
       "Bridgeport Achievement First District            2015-16 ELA                               *   \n",
       "                                                         Math                           40.0   \n",
       "Bridgeport School District                       2015-16 ELA                            29.2   \n",
       "                                                         Math                           10.0   \n",
       "Bristol School District                          2015-16 ELA                            68.6   \n",
       "                                                         Math                           34.1   \n",
       "Brookfield School District                       2015-16 ELA                            84.8   \n",
       "                                                         Math                           56.5   \n",
       "Brooklyn School District                         2015-16 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "...                                                                                      ...   \n",
       "Watertown School District                        2015-16 ELA                            68.8   \n",
       "                                                         Math                           28.1   \n",
       "West Hartford School District                    2015-16 ELA                            76.6   \n",
       "                                                         Math                           56.2   \n",
       "West Haven School District                       2015-16 ELA                            46.1   \n",
       "                                                         Math                           16.8   \n",
       "Westbrook School District                        2015-16 ELA                            68.0   \n",
       "                                                         Math                              *   \n",
       "Weston School District                           2015-16 ELA                            84.3   \n",
       "                                                         Math                           71.1   \n",
       "Westport School District                         2015-16 ELA                            90.8   \n",
       "                                                         Math                           75.5   \n",
       "Wethersfield School District                     2015-16 ELA                            70.6   \n",
       "                                                         Math                           47.2   \n",
       "Wilton School District                           2015-16 ELA                            93.0   \n",
       "                                                         Math                           76.1   \n",
       "Winchester School District                       2015-16 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "Windham School District                          2015-16 ELA                            25.2   \n",
       "                                                         Math                           10.7   \n",
       "Windsor Locks School District                    2015-16 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "Windsor School District                          2015-16 ELA                            55.7   \n",
       "                                                         Math                           28.2   \n",
       "Wolcott School District                          2015-16 ELA                            75.3   \n",
       "                                                         Math                           44.7   \n",
       "Woodstock Academy District                       2015-16 ELA                            76.7   \n",
       "                                                         Math                           50.8   \n",
       "Woodstock School District                        2015-16 ELA                               *   \n",
       "                                                         Math                              *   \n",
       "\n",
       "                                                                 Average Score  \n",
       "District                                         year    Subject                \n",
       "Achievement First Hartford Academy Inc. District 2015-16 ELA               529  \n",
       "                                                         Math              537  \n",
       "Amistad Academy District                         2015-16 ELA               515  \n",
       "                                                         Math              470  \n",
       "Ansonia School District                          2015-16 ELA               476  \n",
       "                                                         Math              448  \n",
       "Area Cooperative Educational Services            2015-16 ELA                 *  \n",
       "                                                         Math                *  \n",
       "Avon School District                             2015-16 ELA               607  \n",
       "                                                         Math              603  \n",
       "Berlin School District                           2015-16 ELA               532  \n",
       "                                                         Math              525  \n",
       "Bethel School District                           2015-16 ELA               543  \n",
       "                                                         Math              531  \n",
       "Bloomfield School District                       2015-16 ELA               468  \n",
       "                                                         Math              454  \n",
       "Bolton School District                           2015-16 ELA               555  \n",
       "                                                         Math              516  \n",
       "Branford School District                         2015-16 ELA               519  \n",
       "                                                         Math              498  \n",
       "Bridgeport Achievement First District            2015-16 ELA               515  \n",
       "                                                         Math              489  \n",
       "Bridgeport School District                       2015-16 ELA               438  \n",
       "                                                         Math              422  \n",
       "Bristol School District                          2015-16 ELA               515  \n",
       "                                                         Math              492  \n",
       "Brookfield School District                       2015-16 ELA               565  \n",
       "                                                         Math              542  \n",
       "Brooklyn School District                         2015-16 ELA                 *  \n",
       "                                                         Math                *  \n",
       "...                                                                        ...  \n",
       "Watertown School District                        2015-16 ELA               516  \n",
       "                                                         Math              485  \n",
       "West Hartford School District                    2015-16 ELA               559  \n",
       "                                                         Math              545  \n",
       "West Haven School District                       2015-16 ELA               472  \n",
       "                                                         Math              453  \n",
       "Westbrook School District                        2015-16 ELA               516  \n",
       "                                                         Math              489  \n",
       "Weston School District                           2015-16 ELA               585  \n",
       "                                                         Math              582  \n",
       "Westport School District                         2015-16 ELA               598  \n",
       "                                                         Math              599  \n",
       "Wethersfield School District                     2015-16 ELA               521  \n",
       "                                                         Math              518  \n",
       "Wilton School District                           2015-16 ELA               604  \n",
       "                                                         Math              596  \n",
       "Winchester School District                       2015-16 ELA                 *  \n",
       "                                                         Math                *  \n",
       "Windham School District                          2015-16 ELA               432  \n",
       "                                                         Math              409  \n",
       "Windsor Locks School District                    2015-16 ELA               491  \n",
       "                                                         Math              474  \n",
       "Windsor School District                          2015-16 ELA               502  \n",
       "                                                         Math              482  \n",
       "Wolcott School District                          2015-16 ELA               534  \n",
       "                                                         Math              515  \n",
       "Woodstock Academy District                       2015-16 ELA               540  \n",
       "                                                         Math              538  \n",
       "Woodstock School District                        2015-16 ELA                 *  \n",
       "                                                         Math                *  \n",
       "\n",
       "[304 rows x 16 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores_16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "scores_both = pd.concat([scores_16,scores_17])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "('=\"0120011\"', '2015-16', 'Math')",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-35-f5c06f554911>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# scores_both.loc[\"Achievement First Hartford Academy Inc. District\",\"2015-16\",\"Math\"]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mscores_both\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"=\\\"0120011\\\"\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"2015-16\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Math\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1308\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1309\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1310\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1311\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1312\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[0;34m(self, tup)\u001b[0m\n\u001b[1;32m    794\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    795\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 796\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    797\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    798\u001b[0m             \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[0;34m(self, tup)\u001b[0m\n\u001b[1;32m    908\u001b[0m         \u001b[0;31m# instead of checking it as multiindex representation (GH 13797)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    909\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mMultiIndex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'iloc'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 910\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_handle_lowerdim_multi_index_axis0\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    911\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    912\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m_handle_lowerdim_multi_index_axis0\u001b[0;34m(self, tup)\u001b[0m\n\u001b[1;32m    888\u001b[0m             \u001b[0max0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    889\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0max0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_lexsorted_for_tuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 890\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    891\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    892\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: ('=\"0120011\"', '2015-16', 'Math')"
     ]
    }
   ],
   "source": [
    "# scores_both.loc[\"Achievement First Hartford Academy Inc. District\",\"2015-16\",\"Math\"]\n",
    "scores_both.loc[\"=\\\"0120011\\\"\",\"2015-16\",\"Math\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Achievement First Hartford Academy Inc. District', 'Amistad Academy District', 'Ansonia School District', 'Area Cooperative Educational Services', 'Avon School District', 'Berlin School District', 'Bethel School District', 'Bloomfield School District', 'Bolton School District', 'Branford School District'] ...\n"
     ]
    }
   ],
   "source": [
    "districts = []\n",
    "for index, row in scores_both.iterrows():\n",
    "    if index[0] not in districts:\n",
    "        districts.append(index[0])\n",
    "        \n",
    "print districts[:10],\"...\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>% behind ela 2015-16</th>\n",
       "      <th>% behind ela 2016-17</th>\n",
       "      <th>% behind math 2015-16</th>\n",
       "      <th>% behind math 2016-17</th>\n",
       "      <th>% goal ela 2015-16</th>\n",
       "      <th>% goal ela 2016-17</th>\n",
       "      <th>% goal math 2015-16</th>\n",
       "      <th>% goal math 2016-17</th>\n",
       "      <th>avg score ela 2015-16</th>\n",
       "      <th>avg score ela 2016-17</th>\n",
       "      <th>avg score math 2015-16</th>\n",
       "      <th>avg score math 2016-17</th>\n",
       "      <th>num tested ela 2015-16</th>\n",
       "      <th>num tested ela 2016-17</th>\n",
       "      <th>num tested math 2015-16</th>\n",
       "      <th>num tested math 2016-17</th>\n",
       "      <th>math score diff</th>\n",
       "      <th>ela score diff</th>\n",
       "      <th>math % goal diff</th>\n",
       "      <th>ela % goal diff</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>district</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>Achievement First Hartford Academy Inc. District</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>529</td>\n",
       "      <td>488</td>\n",
       "      <td>537</td>\n",
       "      <td>494</td>\n",
       "      <td>30</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td>39</td>\n",
       "      <td>-43.0</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amistad Academy District</th>\n",
       "      <td>13.6</td>\n",
       "      <td>*</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.3</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>22.7</td>\n",
       "      <td>19.1</td>\n",
       "      <td>515</td>\n",
       "      <td>511</td>\n",
       "      <td>470</td>\n",
       "      <td>467</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ansonia School District</th>\n",
       "      <td>26.8</td>\n",
       "      <td>29.9</td>\n",
       "      <td>42.0</td>\n",
       "      <td>45.2</td>\n",
       "      <td>*</td>\n",
       "      <td>49.6</td>\n",
       "      <td>21.7</td>\n",
       "      <td>16.7</td>\n",
       "      <td>476</td>\n",
       "      <td>478</td>\n",
       "      <td>448</td>\n",
       "      <td>444</td>\n",
       "      <td>138</td>\n",
       "      <td>127</td>\n",
       "      <td>138</td>\n",
       "      <td>127</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Area Cooperative Educational Services</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>19</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avon School District</th>\n",
       "      <td>3.3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>90.1</td>\n",
       "      <td>88.3</td>\n",
       "      <td>76.6</td>\n",
       "      <td>79.1</td>\n",
       "      <td>607</td>\n",
       "      <td>603</td>\n",
       "      <td>603</td>\n",
       "      <td>611</td>\n",
       "      <td>245</td>\n",
       "      <td>282</td>\n",
       "      <td>245</td>\n",
       "      <td>282</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>-1.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 % behind ela 2015-16  \\\n",
       "district                                                                \n",
       "Achievement First Hartford Academy Inc. District                    *   \n",
       "Amistad Academy District                                         13.6   \n",
       "Ansonia School District                                          26.8   \n",
       "Area Cooperative Educational Services                               *   \n",
       "Avon School District                                              3.3   \n",
       "\n",
       "                                                 % behind ela 2016-17  \\\n",
       "district                                                                \n",
       "Achievement First Hartford Academy Inc. District                    *   \n",
       "Amistad Academy District                                            *   \n",
       "Ansonia School District                                          29.9   \n",
       "Area Cooperative Educational Services                               *   \n",
       "Avon School District                                              5.0   \n",
       "\n",
       "                                                 % behind math 2015-16  \\\n",
       "district                                                                 \n",
       "Achievement First Hartford Academy Inc. District                     *   \n",
       "Amistad Academy District                                          25.0   \n",
       "Ansonia School District                                           42.0   \n",
       "Area Cooperative Educational Services                                *   \n",
       "Avon School District                                               5.3   \n",
       "\n",
       "                                                 % behind math 2016-17  \\\n",
       "district                                                                 \n",
       "Achievement First Hartford Academy Inc. District                     *   \n",
       "Amistad Academy District                                          21.3   \n",
       "Ansonia School District                                           45.2   \n",
       "Area Cooperative Educational Services                                *   \n",
       "Avon School District                                               4.6   \n",
       "\n",
       "                                                 % goal ela 2015-16  \\\n",
       "district                                                              \n",
       "Achievement First Hartford Academy Inc. District                  *   \n",
       "Amistad Academy District                                          *   \n",
       "Ansonia School District                                           *   \n",
       "Area Cooperative Educational Services                             *   \n",
       "Avon School District                                           90.1   \n",
       "\n",
       "                                                 % goal ela 2016-17  \\\n",
       "district                                                              \n",
       "Achievement First Hartford Academy Inc. District                  *   \n",
       "Amistad Academy District                                          *   \n",
       "Ansonia School District                                        49.6   \n",
       "Area Cooperative Educational Services                             *   \n",
       "Avon School District                                           88.3   \n",
       "\n",
       "                                                 % goal math 2015-16  \\\n",
       "district                                                               \n",
       "Achievement First Hartford Academy Inc. District                   *   \n",
       "Amistad Academy District                                        22.7   \n",
       "Ansonia School District                                         21.7   \n",
       "Area Cooperative Educational Services                              *   \n",
       "Avon School District                                            76.6   \n",
       "\n",
       "                                                 % goal math 2016-17  \\\n",
       "district                                                               \n",
       "Achievement First Hartford Academy Inc. District                   *   \n",
       "Amistad Academy District                                        19.1   \n",
       "Ansonia School District                                         16.7   \n",
       "Area Cooperative Educational Services                              *   \n",
       "Avon School District                                            79.1   \n",
       "\n",
       "                                                 avg score ela 2015-16  \\\n",
       "district                                                                 \n",
       "Achievement First Hartford Academy Inc. District                   529   \n",
       "Amistad Academy District                                           515   \n",
       "Ansonia School District                                            476   \n",
       "Area Cooperative Educational Services                                *   \n",
       "Avon School District                                               607   \n",
       "\n",
       "                                                 avg score ela 2016-17  \\\n",
       "district                                                                 \n",
       "Achievement First Hartford Academy Inc. District                   488   \n",
       "Amistad Academy District                                           511   \n",
       "Ansonia School District                                            478   \n",
       "Area Cooperative Educational Services                                *   \n",
       "Avon School District                                               603   \n",
       "\n",
       "                                                 avg score math 2015-16  \\\n",
       "district                                                                  \n",
       "Achievement First Hartford Academy Inc. District                    537   \n",
       "Amistad Academy District                                            470   \n",
       "Ansonia School District                                             448   \n",
       "Area Cooperative Educational Services                                 *   \n",
       "Avon School District                                                603   \n",
       "\n",
       "                                                 avg score math 2016-17  \\\n",
       "district                                                                  \n",
       "Achievement First Hartford Academy Inc. District                    494   \n",
       "Amistad Academy District                                            467   \n",
       "Ansonia School District                                             444   \n",
       "Area Cooperative Educational Services                                 *   \n",
       "Avon School District                                                611   \n",
       "\n",
       "                                                 num tested ela 2015-16  \\\n",
       "district                                                                  \n",
       "Achievement First Hartford Academy Inc. District                     30   \n",
       "Amistad Academy District                                             44   \n",
       "Ansonia School District                                             138   \n",
       "Area Cooperative Educational Services                                19   \n",
       "Avon School District                                                245   \n",
       "\n",
       "                                                 num tested ela 2016-17  \\\n",
       "district                                                                  \n",
       "Achievement First Hartford Academy Inc. District                     39   \n",
       "Amistad Academy District                                             48   \n",
       "Ansonia School District                                             127   \n",
       "Area Cooperative Educational Services                                15   \n",
       "Avon School District                                                282   \n",
       "\n",
       "                                                 num tested math 2015-16  \\\n",
       "district                                                                   \n",
       "Achievement First Hartford Academy Inc. District                      30   \n",
       "Amistad Academy District                                              44   \n",
       "Ansonia School District                                              138   \n",
       "Area Cooperative Educational Services                                 19   \n",
       "Avon School District                                                 245   \n",
       "\n",
       "                                                 num tested math 2016-17  \\\n",
       "district                                                                   \n",
       "Achievement First Hartford Academy Inc. District                      39   \n",
       "Amistad Academy District                                              48   \n",
       "Ansonia School District                                              127   \n",
       "Area Cooperative Educational Services                                 15   \n",
       "Avon School District                                                 282   \n",
       "\n",
       "                                                  math score diff  \\\n",
       "district                                                            \n",
       "Achievement First Hartford Academy Inc. District            -43.0   \n",
       "Amistad Academy District                                     -3.0   \n",
       "Ansonia School District                                      -4.0   \n",
       "Area Cooperative Educational Services                         NaN   \n",
       "Avon School District                                          8.0   \n",
       "\n",
       "                                                  ela score diff  \\\n",
       "district                                                           \n",
       "Achievement First Hartford Academy Inc. District           -41.0   \n",
       "Amistad Academy District                                    -4.0   \n",
       "Ansonia School District                                      2.0   \n",
       "Area Cooperative Educational Services                        NaN   \n",
       "Avon School District                                        -4.0   \n",
       "\n",
       "                                                  math % goal diff  \\\n",
       "district                                                             \n",
       "Achievement First Hartford Academy Inc. District               NaN   \n",
       "Amistad Academy District                                      -3.6   \n",
       "Ansonia School District                                       -5.0   \n",
       "Area Cooperative Educational Services                          NaN   \n",
       "Avon School District                                           2.5   \n",
       "\n",
       "                                                  ela % goal diff  \n",
       "district                                                           \n",
       "Achievement First Hartford Academy Inc. District              NaN  \n",
       "Amistad Academy District                                      NaN  \n",
       "Ansonia School District                                       NaN  \n",
       "Area Cooperative Educational Services                         NaN  \n",
       "Avon School District                                         -1.8  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def make_delta_df():\n",
    "    ret = []\n",
    "    for dist in districts:\n",
    "        \n",
    "        row ={}\n",
    "        row[\"district\"] = dist\n",
    "        \n",
    "        def add_col(new_c, old_c):\n",
    "            \n",
    "            def add_col_y(year,cat):\n",
    "#                 row[new_c + \" \" + cat.lower() + \" \" + year] = scores_both.loc[dist, year, cat][old_c]\n",
    "\n",
    "                try:\n",
    "                    row[new_c + \" \" + cat.lower() + \" \" + year] = scores_both.loc[dist, year, cat][old_c]\n",
    "                    #row[new_c + \" \" + cat.lower() + \" \" + year] = scores_both.loc[dist, y, cat][old_c]\n",
    "                except:\n",
    "                    row[new_c + \" \" + cat.lower() + \" \" + year] = None\n",
    "            \n",
    "            add_col_y(\"2015-16\",\"Math\")\n",
    "            add_col_y(\"2015-16\",\"ELA\")\n",
    "            add_col_y(\"2016-17\",\"Math\")\n",
    "            add_col_y(\"2016-17\",\"ELA\")\n",
    " \n",
    "        add_col(\"num tested\",\"Total Number Tested\")\n",
    "        add_col(\"avg score\",\"Average Score\")\n",
    "        add_col(\"% goal\",\"Level 3&4 Met or Exceeded %\")\n",
    "        add_col(\"% behind\",\"Level 1 Not Met Count %\")\n",
    "\n",
    "        ret.append( row )\n",
    "        \n",
    "    ret = pd.DataFrame(ret).set_index(\"district\")\n",
    "    \n",
    "    ret[\"math score diff\"] = pd.to_numeric(ret[\"avg score math 2016-17\"],errors=\"coerce\")\\\n",
    "    - pd.to_numeric(ret[\"avg score math 2015-16\"], errors=\"coerce\")\n",
    "        \n",
    "    ret[\"ela score diff\"] = pd.to_numeric(ret[\"avg score ela 2016-17\"],errors=\"coerce\")\\\n",
    "    - pd.to_numeric(ret[\"avg score ela 2015-16\"], errors=\"coerce\")\n",
    "        \n",
    "    ret[\"math % goal diff\"] = pd.to_numeric(ret[\"% goal math 2016-17\"],errors=\"coerce\")\\\n",
    "    - pd.to_numeric(ret[\"% goal math 2015-16\"], errors=\"coerce\")\n",
    "    \n",
    "    ret[\"ela % goal diff\"] = pd.to_numeric(ret[\"% goal ela 2016-17\"],errors=\"coerce\")\\\n",
    "    - pd.to_numeric(ret[\"% goal ela 2015-16\"], errors=\"coerce\")\n",
    "\n",
    "\n",
    "    return ret\n",
    "        \n",
    "delta_df = make_delta_df()\n",
    "# make_delta_df().sort_values(by=\"ela % goal diff\")\n",
    "delta_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "district\n",
       "Darien School District         633\n",
       "Weston School District         613\n",
       "New Canaan School District     612\n",
       "Avon School District           611\n",
       "Westport School District       609\n",
       "Wilton School District         607\n",
       "Ridgefield School District     600\n",
       "Simsbury School District       597\n",
       "Glastonbury School District    595\n",
       "Regional School District 08    586\n",
       "Name: avg score math 2016-17, dtype: object"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# top 10 highest math scores 2017\n",
    "delta_df[\"avg score math 2016-17\"].sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'avg score math 16'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-51-047c83d47eaf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# top 10 highest math scores 2016\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdelta_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"avg score math 16\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mascending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2057\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2058\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2059\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2060\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2061\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2064\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2065\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2066\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2067\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2068\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/generic.pyc\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1384\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1385\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1386\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1387\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1388\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   3541\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3542\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3543\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3544\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3545\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/indexes/base.pyc\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2134\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2135\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2136\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4433)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4279)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13742)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13696)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'avg score math 16'"
     ]
    }
   ],
   "source": [
    "# top 10 highest math scores 2016\n",
    "delta_df[\"avg score math 16\"].sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# bottom 10 lowest math scores 2017\n",
    "delta_df[pd.to_numeric(delta_df[\"avg score math 17\"],errors=\"coerce\").notnull()][\"avg score math 17\"].sort_values(ascending=True).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# top 10 highest ELA scores 2017\n",
    "delta_df[\"avg score ela 17\"].sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'avg score ela 17'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-52-f6db76c104e9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# bottom 10 lowest math scores 2017\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdelta_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdelta_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"avg score ela 17\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"coerce\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnotnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"avg score ela 17\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mascending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2057\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2058\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2059\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2060\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2061\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2064\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2065\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2066\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2067\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2068\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/generic.pyc\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1384\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1385\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1386\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1387\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1388\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   3541\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3542\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3543\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3544\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3545\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/indexes/base.pyc\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2134\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2135\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2136\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4433)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4279)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13742)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13696)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'avg score ela 17'"
     ]
    }
   ],
   "source": [
    "# bottom 10 lowest math scores 2017\n",
    "delta_df[pd.to_numeric(delta_df[\"avg score ela 17\"],errors=\"coerce\").notnull()][\"avg score ela 17\"].sort_values(ascending=True).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# top 10 biggest point gains in math\n",
    "delta_df[pd.to_numeric(delta_df[\"num tested 16 math\"],errors=\"coerce\") > 100]\\\n",
    "[[\"num tested 16 math\",\"math score diff\"]].sort_values(by=\"math score diff\",\n",
    "                                                               ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'num tested 16 ela'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-53-0357f641c6ee>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# top 10 biggest point gains in ela\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m delta_df[pd.to_numeric(delta_df[\"num tested 16 ela\"],errors=\"coerce\") > 100][[\"num tested 16 ela\",\"ela score diff\"]].sort_values(by=\"ela score diff\",\n\u001b[0m\u001b[1;32m      3\u001b[0m                                                                ascending=False).head(10)\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2057\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2058\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2059\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2060\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2061\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2064\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2065\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2066\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2067\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2068\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/generic.pyc\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1384\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1385\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1386\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1387\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1388\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   3541\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3542\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3543\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3544\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3545\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/indexes/base.pyc\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2134\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2135\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2136\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4433)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4279)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13742)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13696)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'num tested 16 ela'"
     ]
    }
   ],
   "source": [
    "# top 10 biggest point gains in ela\n",
    "delta_df[pd.to_numeric(delta_df[\"num tested 16 ela\"],errors=\"coerce\") > 100]\\\n",
    "[[\"num tested 16 ela\",\"ela score diff\"]].sort_values(by=\"ela score diff\",\n",
    "                                                               ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# top 10 biggest point drops in ela\n",
    "delta_df[pd.to_numeric(delta_df[\"num tested 16 ela\"],errors=\"coerce\") > 100]\\\n",
    "[[\"num tested 16 ela\",\"ela score diff\"]].sort_values(by=\"ela score diff\",\n",
    "                                                               ascending=True).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# top 10 biggest point drops in math\n",
    "delta_df[pd.to_numeric(delta_df[\"num tested 16 math\"],errors=\"coerce\") > 100]\\\n",
    "[[\"num tested 16 math\",\"math score diff\"]].sort_values(by=\"math score diff\",\n",
    "                                                               ascending=True).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'num tested 16 math'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-54-99c27681f799>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mdelta_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdelta_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"num tested 16 math\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"coerce\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"math score diff\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mround\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2057\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2058\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2059\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2060\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2061\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2064\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2065\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2066\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2067\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2068\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/generic.pyc\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1384\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1385\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1386\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1387\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1388\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   3541\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3542\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3543\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3544\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3545\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/indexes/base.pyc\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2134\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2135\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2136\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4433)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:4279)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13742)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/src/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:13696)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'num tested 16 math'"
     ]
    }
   ],
   "source": [
    "# Group and count increase/decreases\n",
    "\n",
    "\n",
    "delta_df[pd.to_numeric(delta_df[\"num tested 16 math\"],errors=\"coerce\") > 100][\"math score diff\"].apply(lambda x: round(x / 10) * 10).value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x105ed3690>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAEUCAYAAADdvgZNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiKJscSJiCTGEicikth/AcbmdrzD02ksAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109040810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "delta_df[\"math score diff\"].apply(lambda x: x - x % 10).value_counts().sort_index().to_frame().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "delta_df[\"math score diff\"].value_counts().sort_index().to_frame().reset_index()\\\n",
    ".plot.scatter(x=\"index\",y=\"math score diff\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "136"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delta_df[\"math score diff\"].apply(lambda x: x - x % 10).value_counts().sort_index().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-50.0     1\n",
       "-40.0     1\n",
       "-30.0     3\n",
       "-20.0    11\n",
       "-10.0    22\n",
       " 0.0     47\n",
       " 10.0    31\n",
       " 20.0    12\n",
       " 30.0     4\n",
       " 40.0     3\n",
       " 50.0     1\n",
       "Name: ela score diff, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delta_df[\"ela score diff\"].apply(lambda x: x - x % 10).value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "136"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delta_df[\"ela score diff\"].apply(lambda x: x - x % 10).value_counts().sort_index().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "cannot convert the series to <type 'int'>",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-58-05ceded6d9d7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     21\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mret\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0mhigh_needs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Bridgeport School District\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"ELA\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"2015-16\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-58-05ceded6d9d7>\u001b[0m in \u001b[0;36mhigh_needs\u001b[0;34m(district, subject, year)\u001b[0m\n\u001b[1;32m     13\u001b[0m     \u001b[0mwithout_high_needs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mret\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mret\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Unnamed: 3_level_0\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"High Needs (F, R, ELL or SWD)\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"N\"\u001b[0m\u001b[0;34m]\u001b[0m    \u001b[0;34m[\u001b[0m\u001b[0;34m\"Unnamed: 5_level_0\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Total NumberTested\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m     \u001b[0mtotal\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwith_high_needs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwithout_high_needs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m     \u001b[0;32mprint\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwith_high_needs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     91\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mconverter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     92\u001b[0m         raise TypeError(\"cannot convert the series to \"\n\u001b[0;32m---> 93\u001b[0;31m                         \"{0}\".format(str(converter)))\n\u001b[0m\u001b[1;32m     94\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: cannot convert the series to <type 'int'>"
     ]
    }
   ],
   "source": [
    "# get the % high needs \n",
    "def high_needs(district,subject, year):\n",
    "    \n",
    "    ret = pd.read_csv(\"data/CTSchoolDaySAT-needs-\" + year + \".csv\",\n",
    "                      skiprows=3,header=[0,1])\n",
    "    \n",
    "    \n",
    "    ret = ret[(ret[\"Unnamed: 0_level_0\",\"District\"] == district) &\n",
    "              (ret[\"Unnamed: 2_level_0\",\"Subject\"] == subject)]\n",
    "    \n",
    "    with_high_needs = ret[ret[\"Unnamed: 3_level_0\",\"High Needs (F, R, ELL or SWD)\"] == \"Y\"]\\\n",
    "    [\"Unnamed: 5_level_0\",\"Total NumberTested\"]\n",
    "    \n",
    "    without_high_needs = ret[ret[\"Unnamed: 3_level_0\",\"High Needs (F, R, ELL or SWD)\"] == \"N\"]\\\n",
    "    [\"Unnamed: 5_level_0\",\"Total NumberTested\"]\n",
    "    \n",
    "    total = int(with_high_needs) + int(without_high_needs)\n",
    "        \n",
    "    print int(with_high_needs)\n",
    "    print int(without_high_needs)\n",
    "    print float(with_high_needs) / float(total)\n",
    "\n",
    "    return ret\n",
    "\n",
    "high_needs(\"Bridgeport School District\",\"ELA\",\"2015-16\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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>district</th>\n",
       "      <th>% behind ela 2015-16</th>\n",
       "      <th>% behind ela 2016-17</th>\n",
       "      <th>% behind math 2015-16</th>\n",
       "      <th>% behind math 2016-17</th>\n",
       "      <th>% goal ela 2015-16</th>\n",
       "      <th>% goal ela 2016-17</th>\n",
       "      <th>% goal math 2015-16</th>\n",
       "      <th>% goal math 2016-17</th>\n",
       "      <th>avg score ela 2015-16</th>\n",
       "      <th>...</th>\n",
       "      <th>avg score math 2015-16</th>\n",
       "      <th>avg score math 2016-17</th>\n",
       "      <th>num tested ela 2015-16</th>\n",
       "      <th>num tested ela 2016-17</th>\n",
       "      <th>num tested math 2015-16</th>\n",
       "      <th>num tested math 2016-17</th>\n",
       "      <th>math score diff</th>\n",
       "      <th>ela score diff</th>\n",
       "      <th>math % goal diff</th>\n",
       "      <th>ela % goal diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Achievement First Hartford Academy Inc. District</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>529</td>\n",
       "      <td>...</td>\n",
       "      <td>537</td>\n",
       "      <td>494</td>\n",
       "      <td>30</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td>39</td>\n",
       "      <td>-43.0</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Amistad Academy District</td>\n",
       "      <td>13.6</td>\n",
       "      <td>*</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.3</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>22.7</td>\n",
       "      <td>19.1</td>\n",
       "      <td>515</td>\n",
       "      <td>...</td>\n",
       "      <td>470</td>\n",
       "      <td>467</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ansonia School District</td>\n",
       "      <td>26.8</td>\n",
       "      <td>29.9</td>\n",
       "      <td>42.0</td>\n",
       "      <td>45.2</td>\n",
       "      <td>*</td>\n",
       "      <td>49.6</td>\n",
       "      <td>21.7</td>\n",
       "      <td>16.7</td>\n",
       "      <td>476</td>\n",
       "      <td>...</td>\n",
       "      <td>448</td>\n",
       "      <td>444</td>\n",
       "      <td>138</td>\n",
       "      <td>127</td>\n",
       "      <td>138</td>\n",
       "      <td>127</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Area Cooperative Educational Services</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>19</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Avon School District</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>90.1</td>\n",
       "      <td>88.3</td>\n",
       "      <td>76.6</td>\n",
       "      <td>79.1</td>\n",
       "      <td>607</td>\n",
       "      <td>...</td>\n",
       "      <td>603</td>\n",
       "      <td>611</td>\n",
       "      <td>245</td>\n",
       "      <td>282</td>\n",
       "      <td>245</td>\n",
       "      <td>282</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>-1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Berlin School District</td>\n",
       "      <td>9.6</td>\n",
       "      <td>11.6</td>\n",
       "      <td>13.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>73.9</td>\n",
       "      <td>73.1</td>\n",
       "      <td>49.1</td>\n",
       "      <td>45.4</td>\n",
       "      <td>532</td>\n",
       "      <td>...</td>\n",
       "      <td>525</td>\n",
       "      <td>523</td>\n",
       "      <td>230</td>\n",
       "      <td>216</td>\n",
       "      <td>230</td>\n",
       "      <td>216</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bethel School District</td>\n",
       "      <td>9.8</td>\n",
       "      <td>7.2</td>\n",
       "      <td>13.4</td>\n",
       "      <td>9.3</td>\n",
       "      <td>78.9</td>\n",
       "      <td>77.8</td>\n",
       "      <td>57.2</td>\n",
       "      <td>47.9</td>\n",
       "      <td>543</td>\n",
       "      <td>...</td>\n",
       "      <td>531</td>\n",
       "      <td>526</td>\n",
       "      <td>194</td>\n",
       "      <td>194</td>\n",
       "      <td>194</td>\n",
       "      <td>194</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-9.3</td>\n",
       "      <td>-1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Bloomfield School District</td>\n",
       "      <td>29.5</td>\n",
       "      <td>22.1</td>\n",
       "      <td>29.5</td>\n",
       "      <td>29.9</td>\n",
       "      <td>*</td>\n",
       "      <td>46.1</td>\n",
       "      <td>14.5</td>\n",
       "      <td>14.9</td>\n",
       "      <td>468</td>\n",
       "      <td>...</td>\n",
       "      <td>454</td>\n",
       "      <td>450</td>\n",
       "      <td>166</td>\n",
       "      <td>154</td>\n",
       "      <td>166</td>\n",
       "      <td>154</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Bolton School District</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>17.9</td>\n",
       "      <td>17.7</td>\n",
       "      <td>82.1</td>\n",
       "      <td>81.0</td>\n",
       "      <td>47.8</td>\n",
       "      <td>49.4</td>\n",
       "      <td>555</td>\n",
       "      <td>...</td>\n",
       "      <td>516</td>\n",
       "      <td>521</td>\n",
       "      <td>67</td>\n",
       "      <td>79</td>\n",
       "      <td>67</td>\n",
       "      <td>79</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>-1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Branford School District</td>\n",
       "      <td>16.3</td>\n",
       "      <td>12.1</td>\n",
       "      <td>23.3</td>\n",
       "      <td>18.6</td>\n",
       "      <td>62.4</td>\n",
       "      <td>70.2</td>\n",
       "      <td>34.7</td>\n",
       "      <td>42.8</td>\n",
       "      <td>519</td>\n",
       "      <td>...</td>\n",
       "      <td>498</td>\n",
       "      <td>508</td>\n",
       "      <td>245</td>\n",
       "      <td>215</td>\n",
       "      <td>245</td>\n",
       "      <td>215</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Bridgeport Achievement First District</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>20.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>515</td>\n",
       "      <td>...</td>\n",
       "      <td>489</td>\n",
       "      <td>471</td>\n",
       "      <td>35</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>34</td>\n",
       "      <td>-18.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-16.5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bridgeport School District</td>\n",
       "      <td>44.6</td>\n",
       "      <td>42.9</td>\n",
       "      <td>50.6</td>\n",
       "      <td>47.3</td>\n",
       "      <td>29.2</td>\n",
       "      <td>34.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.9</td>\n",
       "      <td>438</td>\n",
       "      <td>...</td>\n",
       "      <td>422</td>\n",
       "      <td>431</td>\n",
       "      <td>1022</td>\n",
       "      <td>1143</td>\n",
       "      <td>1022</td>\n",
       "      <td>1143</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Bristol School District</td>\n",
       "      <td>12.6</td>\n",
       "      <td>19.4</td>\n",
       "      <td>19.3</td>\n",
       "      <td>21.8</td>\n",
       "      <td>68.6</td>\n",
       "      <td>62.1</td>\n",
       "      <td>34.1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>515</td>\n",
       "      <td>...</td>\n",
       "      <td>492</td>\n",
       "      <td>484</td>\n",
       "      <td>554</td>\n",
       "      <td>552</td>\n",
       "      <td>554</td>\n",
       "      <td>552</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>-6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Brookfield School District</td>\n",
       "      <td>4.0</td>\n",
       "      <td>*</td>\n",
       "      <td>7.2</td>\n",
       "      <td>5.3</td>\n",
       "      <td>84.8</td>\n",
       "      <td>87.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>59.9</td>\n",
       "      <td>565</td>\n",
       "      <td>...</td>\n",
       "      <td>542</td>\n",
       "      <td>554</td>\n",
       "      <td>223</td>\n",
       "      <td>207</td>\n",
       "      <td>223</td>\n",
       "      <td>207</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Brooklyn School District</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Canton School District</td>\n",
       "      <td>6.0</td>\n",
       "      <td>*</td>\n",
       "      <td>12.1</td>\n",
       "      <td>5.2</td>\n",
       "      <td>83.6</td>\n",
       "      <td>92.2</td>\n",
       "      <td>56.9</td>\n",
       "      <td>67.8</td>\n",
       "      <td>571</td>\n",
       "      <td>...</td>\n",
       "      <td>545</td>\n",
       "      <td>572</td>\n",
       "      <td>116</td>\n",
       "      <td>115</td>\n",
       "      <td>116</td>\n",
       "      <td>115</td>\n",
       "      <td>27.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>8.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Capital Preparatory Harbor School Inc. District</td>\n",
       "      <td>50.0</td>\n",
       "      <td>39.4</td>\n",
       "      <td>57.1</td>\n",
       "      <td>51.5</td>\n",
       "      <td>*</td>\n",
       "      <td>33.3</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>416</td>\n",
       "      <td>...</td>\n",
       "      <td>419</td>\n",
       "      <td>419</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Capitol Region Education Council</td>\n",
       "      <td>19.7</td>\n",
       "      <td>20.7</td>\n",
       "      <td>32.2</td>\n",
       "      <td>33.9</td>\n",
       "      <td>56.3</td>\n",
       "      <td>53.8</td>\n",
       "      <td>24.0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>506</td>\n",
       "      <td>...</td>\n",
       "      <td>469</td>\n",
       "      <td>465</td>\n",
       "      <td>487</td>\n",
       "      <td>550</td>\n",
       "      <td>487</td>\n",
       "      <td>550</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Cheshire School District</td>\n",
       "      <td>5.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>7.7</td>\n",
       "      <td>85.3</td>\n",
       "      <td>85.9</td>\n",
       "      <td>62.8</td>\n",
       "      <td>64.8</td>\n",
       "      <td>567</td>\n",
       "      <td>...</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>374</td>\n",
       "      <td>326</td>\n",
       "      <td>374</td>\n",
       "      <td>326</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Clinton School District</td>\n",
       "      <td>8.8</td>\n",
       "      <td>13.7</td>\n",
       "      <td>*</td>\n",
       "      <td>18.7</td>\n",
       "      <td>72.8</td>\n",
       "      <td>74.2</td>\n",
       "      <td>*</td>\n",
       "      <td>42.3</td>\n",
       "      <td>535</td>\n",
       "      <td>...</td>\n",
       "      <td>475</td>\n",
       "      <td>505</td>\n",
       "      <td>125</td>\n",
       "      <td>124</td>\n",
       "      <td>125</td>\n",
       "      <td>124</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Colchester School District</td>\n",
       "      <td>8.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>11.9</td>\n",
       "      <td>76.8</td>\n",
       "      <td>76.6</td>\n",
       "      <td>43.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>549</td>\n",
       "      <td>...</td>\n",
       "      <td>512</td>\n",
       "      <td>530</td>\n",
       "      <td>194</td>\n",
       "      <td>218</td>\n",
       "      <td>194</td>\n",
       "      <td>218</td>\n",
       "      <td>18.0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Columbia School District</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>...</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Common Ground High School District</td>\n",
       "      <td>41.0</td>\n",
       "      <td>18.6</td>\n",
       "      <td>46.2</td>\n",
       "      <td>39.5</td>\n",
       "      <td>*</td>\n",
       "      <td>53.5</td>\n",
       "      <td>*</td>\n",
       "      <td>23.3</td>\n",
       "      <td>462</td>\n",
       "      <td>...</td>\n",
       "      <td>427</td>\n",
       "      <td>462</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Connecticut Technical High School System</td>\n",
       "      <td>24.3</td>\n",
       "      <td>22.9</td>\n",
       "      <td>34.4</td>\n",
       "      <td>28.6</td>\n",
       "      <td>44.3</td>\n",
       "      <td>46.1</td>\n",
       "      <td>14.3</td>\n",
       "      <td>14.3</td>\n",
       "      <td>469</td>\n",
       "      <td>...</td>\n",
       "      <td>446</td>\n",
       "      <td>452</td>\n",
       "      <td>2445</td>\n",
       "      <td>2481</td>\n",
       "      <td>2445</td>\n",
       "      <td>2481</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Cooperative Educational Services</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>10</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Coventry School District</td>\n",
       "      <td>7.8</td>\n",
       "      <td>9.6</td>\n",
       "      <td>*</td>\n",
       "      <td>11.3</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.7</td>\n",
       "      <td>*</td>\n",
       "      <td>55.7</td>\n",
       "      <td>538</td>\n",
       "      <td>...</td>\n",
       "      <td>513</td>\n",
       "      <td>532</td>\n",
       "      <td>128</td>\n",
       "      <td>115</td>\n",
       "      <td>128</td>\n",
       "      <td>115</td>\n",
       "      <td>19.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Cromwell School District</td>\n",
       "      <td>15.8</td>\n",
       "      <td>10.7</td>\n",
       "      <td>16.4</td>\n",
       "      <td>12.8</td>\n",
       "      <td>71.9</td>\n",
       "      <td>79.9</td>\n",
       "      <td>45.9</td>\n",
       "      <td>52.3</td>\n",
       "      <td>529</td>\n",
       "      <td>...</td>\n",
       "      <td>509</td>\n",
       "      <td>528</td>\n",
       "      <td>146</td>\n",
       "      <td>149</td>\n",
       "      <td>146</td>\n",
       "      <td>149</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Danbury School District</td>\n",
       "      <td>27.9</td>\n",
       "      <td>23.6</td>\n",
       "      <td>35.1</td>\n",
       "      <td>29.7</td>\n",
       "      <td>51.2</td>\n",
       "      <td>56.8</td>\n",
       "      <td>24.6</td>\n",
       "      <td>25.1</td>\n",
       "      <td>485</td>\n",
       "      <td>...</td>\n",
       "      <td>462</td>\n",
       "      <td>466</td>\n",
       "      <td>642</td>\n",
       "      <td>674</td>\n",
       "      <td>642</td>\n",
       "      <td>674</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Darien School District</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>*</td>\n",
       "      <td>94.6</td>\n",
       "      <td>94.8</td>\n",
       "      <td>83.7</td>\n",
       "      <td>85.8</td>\n",
       "      <td>619</td>\n",
       "      <td>...</td>\n",
       "      <td>626</td>\n",
       "      <td>633</td>\n",
       "      <td>312</td>\n",
       "      <td>325</td>\n",
       "      <td>312</td>\n",
       "      <td>325</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Derby School District</td>\n",
       "      <td>34.9</td>\n",
       "      <td>29.3</td>\n",
       "      <td>50.0</td>\n",
       "      <td>34.6</td>\n",
       "      <td>31.4</td>\n",
       "      <td>52.4</td>\n",
       "      <td>15.1</td>\n",
       "      <td>27.2</td>\n",
       "      <td>446</td>\n",
       "      <td>...</td>\n",
       "      <td>431</td>\n",
       "      <td>470</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>39.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>12.1</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>The Bridge Academy District</td>\n",
       "      <td>35.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>30.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>438</td>\n",
       "      <td>...</td>\n",
       "      <td>431</td>\n",
       "      <td>446</td>\n",
       "      <td>40</td>\n",
       "      <td>38</td>\n",
       "      <td>40</td>\n",
       "      <td>38</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>The Gilbert School District</td>\n",
       "      <td>21.6</td>\n",
       "      <td>22.9</td>\n",
       "      <td>27.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>61.8</td>\n",
       "      <td>50.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>43.4</td>\n",
       "      <td>499</td>\n",
       "      <td>...</td>\n",
       "      <td>499</td>\n",
       "      <td>511</td>\n",
       "      <td>102</td>\n",
       "      <td>83</td>\n",
       "      <td>102</td>\n",
       "      <td>83</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>-11.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Thomaston School District</td>\n",
       "      <td>*</td>\n",
       "      <td>16.9</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>71.2</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>502</td>\n",
       "      <td>...</td>\n",
       "      <td>478</td>\n",
       "      <td>538</td>\n",
       "      <td>62</td>\n",
       "      <td>59</td>\n",
       "      <td>62</td>\n",
       "      <td>59</td>\n",
       "      <td>60.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Thompson School District</td>\n",
       "      <td>*</td>\n",
       "      <td>25.4</td>\n",
       "      <td>34.1</td>\n",
       "      <td>33.3</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>506</td>\n",
       "      <td>...</td>\n",
       "      <td>471</td>\n",
       "      <td>465</td>\n",
       "      <td>44</td>\n",
       "      <td>63</td>\n",
       "      <td>44</td>\n",
       "      <td>63</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Tolland School District</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>86.1</td>\n",
       "      <td>86.0</td>\n",
       "      <td>68.7</td>\n",
       "      <td>67.1</td>\n",
       "      <td>570</td>\n",
       "      <td>...</td>\n",
       "      <td>569</td>\n",
       "      <td>564</td>\n",
       "      <td>201</td>\n",
       "      <td>207</td>\n",
       "      <td>201</td>\n",
       "      <td>207</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Torrington School District</td>\n",
       "      <td>20.3</td>\n",
       "      <td>22.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>28.3</td>\n",
       "      <td>56.3</td>\n",
       "      <td>54.9</td>\n",
       "      <td>24.9</td>\n",
       "      <td>23.8</td>\n",
       "      <td>490</td>\n",
       "      <td>...</td>\n",
       "      <td>466</td>\n",
       "      <td>467</td>\n",
       "      <td>197</td>\n",
       "      <td>224</td>\n",
       "      <td>197</td>\n",
       "      <td>224</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Trumbull School District</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>6.8</td>\n",
       "      <td>82.4</td>\n",
       "      <td>85.8</td>\n",
       "      <td>58.4</td>\n",
       "      <td>64.3</td>\n",
       "      <td>557</td>\n",
       "      <td>...</td>\n",
       "      <td>557</td>\n",
       "      <td>569</td>\n",
       "      <td>495</td>\n",
       "      <td>557</td>\n",
       "      <td>495</td>\n",
       "      <td>557</td>\n",
       "      <td>12.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Unified School District #1</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Unified School District #2</td>\n",
       "      <td>*</td>\n",
       "      <td>47.8</td>\n",
       "      <td>*</td>\n",
       "      <td>68.2</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>...</td>\n",
       "      <td>*</td>\n",
       "      <td>410</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Vernon School District</td>\n",
       "      <td>15.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>27.2</td>\n",
       "      <td>64.6</td>\n",
       "      <td>53.1</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>517</td>\n",
       "      <td>...</td>\n",
       "      <td>493</td>\n",
       "      <td>477</td>\n",
       "      <td>192</td>\n",
       "      <td>196</td>\n",
       "      <td>192</td>\n",
       "      <td>196</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>-22.0</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>-11.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Wallingford School District</td>\n",
       "      <td>12.4</td>\n",
       "      <td>11.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>40.3</td>\n",
       "      <td>523</td>\n",
       "      <td>...</td>\n",
       "      <td>492</td>\n",
       "      <td>505</td>\n",
       "      <td>460</td>\n",
       "      <td>447</td>\n",
       "      <td>460</td>\n",
       "      <td>447</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Waterbury School District</td>\n",
       "      <td>39.7</td>\n",
       "      <td>44.2</td>\n",
       "      <td>52.8</td>\n",
       "      <td>50.3</td>\n",
       "      <td>33.6</td>\n",
       "      <td>32.2</td>\n",
       "      <td>9.3</td>\n",
       "      <td>10.5</td>\n",
       "      <td>448</td>\n",
       "      <td>...</td>\n",
       "      <td>418</td>\n",
       "      <td>421</td>\n",
       "      <td>1056</td>\n",
       "      <td>1126</td>\n",
       "      <td>1056</td>\n",
       "      <td>1126</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Waterford School District</td>\n",
       "      <td>7.4</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>75.0</td>\n",
       "      <td>41.9</td>\n",
       "      <td>42.5</td>\n",
       "      <td>533</td>\n",
       "      <td>...</td>\n",
       "      <td>513</td>\n",
       "      <td>510</td>\n",
       "      <td>203</td>\n",
       "      <td>200</td>\n",
       "      <td>203</td>\n",
       "      <td>200</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>-0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Watertown School District</td>\n",
       "      <td>14.6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.1</td>\n",
       "      <td>14.6</td>\n",
       "      <td>68.8</td>\n",
       "      <td>68.3</td>\n",
       "      <td>28.1</td>\n",
       "      <td>35.4</td>\n",
       "      <td>516</td>\n",
       "      <td>...</td>\n",
       "      <td>485</td>\n",
       "      <td>495</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>-0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>West Hartford School District</td>\n",
       "      <td>10.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>11.4</td>\n",
       "      <td>76.6</td>\n",
       "      <td>81.3</td>\n",
       "      <td>56.2</td>\n",
       "      <td>60.8</td>\n",
       "      <td>559</td>\n",
       "      <td>...</td>\n",
       "      <td>545</td>\n",
       "      <td>557</td>\n",
       "      <td>752</td>\n",
       "      <td>723</td>\n",
       "      <td>752</td>\n",
       "      <td>723</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>West Haven School District</td>\n",
       "      <td>27.6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>34.2</td>\n",
       "      <td>34.8</td>\n",
       "      <td>46.1</td>\n",
       "      <td>47.4</td>\n",
       "      <td>16.8</td>\n",
       "      <td>15.8</td>\n",
       "      <td>472</td>\n",
       "      <td>...</td>\n",
       "      <td>453</td>\n",
       "      <td>448</td>\n",
       "      <td>304</td>\n",
       "      <td>325</td>\n",
       "      <td>304</td>\n",
       "      <td>325</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Westbrook School District</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.1</td>\n",
       "      <td>*</td>\n",
       "      <td>10.2</td>\n",
       "      <td>68.0</td>\n",
       "      <td>78.4</td>\n",
       "      <td>*</td>\n",
       "      <td>45.5</td>\n",
       "      <td>516</td>\n",
       "      <td>...</td>\n",
       "      <td>489</td>\n",
       "      <td>514</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>25.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Weston School District</td>\n",
       "      <td>9.6</td>\n",
       "      <td>*</td>\n",
       "      <td>12.7</td>\n",
       "      <td>*</td>\n",
       "      <td>84.3</td>\n",
       "      <td>92.5</td>\n",
       "      <td>71.1</td>\n",
       "      <td>82.0</td>\n",
       "      <td>585</td>\n",
       "      <td>...</td>\n",
       "      <td>582</td>\n",
       "      <td>613</td>\n",
       "      <td>198</td>\n",
       "      <td>200</td>\n",
       "      <td>198</td>\n",
       "      <td>200</td>\n",
       "      <td>31.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Westport School District</td>\n",
       "      <td>5.3</td>\n",
       "      <td>4.1</td>\n",
       "      <td>7.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>90.8</td>\n",
       "      <td>92.4</td>\n",
       "      <td>75.5</td>\n",
       "      <td>78.3</td>\n",
       "      <td>598</td>\n",
       "      <td>...</td>\n",
       "      <td>599</td>\n",
       "      <td>609</td>\n",
       "      <td>433</td>\n",
       "      <td>459</td>\n",
       "      <td>433</td>\n",
       "      <td>459</td>\n",
       "      <td>10.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Wethersfield School District</td>\n",
       "      <td>13.5</td>\n",
       "      <td>8.6</td>\n",
       "      <td>16.3</td>\n",
       "      <td>16.1</td>\n",
       "      <td>70.6</td>\n",
       "      <td>72.4</td>\n",
       "      <td>47.2</td>\n",
       "      <td>43.8</td>\n",
       "      <td>521</td>\n",
       "      <td>...</td>\n",
       "      <td>518</td>\n",
       "      <td>520</td>\n",
       "      <td>252</td>\n",
       "      <td>304</td>\n",
       "      <td>252</td>\n",
       "      <td>304</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Wilton School District</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>93.0</td>\n",
       "      <td>95.4</td>\n",
       "      <td>76.1</td>\n",
       "      <td>77.3</td>\n",
       "      <td>604</td>\n",
       "      <td>...</td>\n",
       "      <td>596</td>\n",
       "      <td>607</td>\n",
       "      <td>328</td>\n",
       "      <td>323</td>\n",
       "      <td>328</td>\n",
       "      <td>323</td>\n",
       "      <td>11.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Winchester School District</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Windham School District</td>\n",
       "      <td>46.6</td>\n",
       "      <td>40.7</td>\n",
       "      <td>62.1</td>\n",
       "      <td>39.8</td>\n",
       "      <td>25.2</td>\n",
       "      <td>38.2</td>\n",
       "      <td>10.7</td>\n",
       "      <td>11.4</td>\n",
       "      <td>432</td>\n",
       "      <td>...</td>\n",
       "      <td>409</td>\n",
       "      <td>433</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>24.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Windsor Locks School District</td>\n",
       "      <td>*</td>\n",
       "      <td>17.0</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>56.6</td>\n",
       "      <td>*</td>\n",
       "      <td>*</td>\n",
       "      <td>491</td>\n",
       "      <td>...</td>\n",
       "      <td>474</td>\n",
       "      <td>484</td>\n",
       "      <td>89</td>\n",
       "      <td>106</td>\n",
       "      <td>89</td>\n",
       "      <td>106</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Windsor School District</td>\n",
       "      <td>17.6</td>\n",
       "      <td>13.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>18.1</td>\n",
       "      <td>55.7</td>\n",
       "      <td>62.2</td>\n",
       "      <td>28.2</td>\n",
       "      <td>35.2</td>\n",
       "      <td>502</td>\n",
       "      <td>...</td>\n",
       "      <td>482</td>\n",
       "      <td>493</td>\n",
       "      <td>262</td>\n",
       "      <td>288</td>\n",
       "      <td>262</td>\n",
       "      <td>288</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Wolcott School District</td>\n",
       "      <td>9.5</td>\n",
       "      <td>6.7</td>\n",
       "      <td>16.8</td>\n",
       "      <td>11.2</td>\n",
       "      <td>75.3</td>\n",
       "      <td>77.1</td>\n",
       "      <td>44.7</td>\n",
       "      <td>48.6</td>\n",
       "      <td>534</td>\n",
       "      <td>...</td>\n",
       "      <td>515</td>\n",
       "      <td>521</td>\n",
       "      <td>190</td>\n",
       "      <td>179</td>\n",
       "      <td>190</td>\n",
       "      <td>179</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Woodstock Academy District</td>\n",
       "      <td>8.1</td>\n",
       "      <td>9.5</td>\n",
       "      <td>13.2</td>\n",
       "      <td>12.3</td>\n",
       "      <td>76.7</td>\n",
       "      <td>81.1</td>\n",
       "      <td>50.8</td>\n",
       "      <td>54.3</td>\n",
       "      <td>540</td>\n",
       "      <td>...</td>\n",
       "      <td>538</td>\n",
       "      <td>535</td>\n",
       "      <td>258</td>\n",
       "      <td>243</td>\n",
       "      <td>258</td>\n",
       "      <td>243</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Woodstock School District</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>...</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>EdAdvance</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Voluntown School District</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</td>\n",
       "      <td>None</td>\n",
       "      <td>*</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>154 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             district % behind ela 2015-16  \\\n",
       "0    Achievement First Hartford Academy Inc. District                    *   \n",
       "1                            Amistad Academy District                 13.6   \n",
       "2                             Ansonia School District                 26.8   \n",
       "3               Area Cooperative Educational Services                    *   \n",
       "4                                Avon School District                  3.3   \n",
       "5                              Berlin School District                  9.6   \n",
       "6                              Bethel School District                  9.8   \n",
       "7                          Bloomfield School District                 29.5   \n",
       "8                              Bolton School District                  9.0   \n",
       "9                            Branford School District                 16.3   \n",
       "10              Bridgeport Achievement First District                    *   \n",
       "11                         Bridgeport School District                 44.6   \n",
       "12                            Bristol School District                 12.6   \n",
       "13                         Brookfield School District                  4.0   \n",
       "14                           Brooklyn School District                    *   \n",
       "15                             Canton School District                  6.0   \n",
       "16    Capital Preparatory Harbor School Inc. District                 50.0   \n",
       "17                   Capitol Region Education Council                 19.7   \n",
       "18                           Cheshire School District                  5.1   \n",
       "19                            Clinton School District                  8.8   \n",
       "20                         Colchester School District                  8.2   \n",
       "21                           Columbia School District                    *   \n",
       "22                 Common Ground High School District                 41.0   \n",
       "23           Connecticut Technical High School System                 24.3   \n",
       "24                   Cooperative Educational Services                    *   \n",
       "25                           Coventry School District                  7.8   \n",
       "26                           Cromwell School District                 15.8   \n",
       "27                            Danbury School District                 27.9   \n",
       "28                             Darien School District                  2.2   \n",
       "29                              Derby School District                 34.9   \n",
       "..                                                ...                  ...   \n",
       "124                       The Bridge Academy District                 35.0   \n",
       "125                       The Gilbert School District                 21.6   \n",
       "126                         Thomaston School District                    *   \n",
       "127                          Thompson School District                    *   \n",
       "128                           Tolland School District                  4.0   \n",
       "129                        Torrington School District                 20.3   \n",
       "130                          Trumbull School District                  5.5   \n",
       "131                        Unified School District #1                    *   \n",
       "132                        Unified School District #2                    *   \n",
       "133                            Vernon School District                 15.6   \n",
       "134                       Wallingford School District                 12.4   \n",
       "135                         Waterbury School District                 39.7   \n",
       "136                         Waterford School District                  7.4   \n",
       "137                         Watertown School District                 14.6   \n",
       "138                     West Hartford School District                 10.8   \n",
       "139                        West Haven School District                 27.6   \n",
       "140                         Westbrook School District                 12.0   \n",
       "141                            Weston School District                  9.6   \n",
       "142                          Westport School District                  5.3   \n",
       "143                      Wethersfield School District                 13.5   \n",
       "144                            Wilton School District                  3.0   \n",
       "145                        Winchester School District                    *   \n",
       "146                           Windham School District                 46.6   \n",
       "147                     Windsor Locks School District                    *   \n",
       "148                           Windsor School District                 17.6   \n",
       "149                           Wolcott School District                  9.5   \n",
       "150                        Woodstock Academy District                  8.1   \n",
       "151                         Woodstock School District                    *   \n",
       "152                                         EdAdvance                 None   \n",
       "153                         Voluntown School District                 None   \n",
       "\n",
       "    % behind ela 2016-17 % behind math 2015-16 % behind math 2016-17  \\\n",
       "0                      *                     *                     *   \n",
       "1                      *                  25.0                  21.3   \n",
       "2                   29.9                  42.0                  45.2   \n",
       "3                      *                     *                     *   \n",
       "4                    5.0                   5.3                   4.6   \n",
       "5                   11.6                  13.5                  12.5   \n",
       "6                    7.2                  13.4                   9.3   \n",
       "7                   22.1                  29.5                  29.9   \n",
       "8                    7.6                  17.9                  17.7   \n",
       "9                   12.1                  23.3                  18.6   \n",
       "10                     *                  20.0                  23.5   \n",
       "11                  42.9                  50.6                  47.3   \n",
       "12                  19.4                  19.3                  21.8   \n",
       "13                     *                   7.2                   5.3   \n",
       "14                     *                     *                     *   \n",
       "15                     *                  12.1                   5.2   \n",
       "16                  39.4                  57.1                  51.5   \n",
       "17                  20.7                  32.2                  33.9   \n",
       "18                   4.0                   8.6                   7.7   \n",
       "19                  13.7                     *                  18.7   \n",
       "20                   8.7                  12.4                  11.9   \n",
       "21                  None                     *                  None   \n",
       "22                  18.6                  46.2                  39.5   \n",
       "23                  22.9                  34.4                  28.6   \n",
       "24                     *                     *                     *   \n",
       "25                   9.6                     *                  11.3   \n",
       "26                  10.7                  16.4                  12.8   \n",
       "27                  23.6                  35.1                  29.7   \n",
       "28                   2.5                   2.6                     *   \n",
       "29                  29.3                  50.0                  34.6   \n",
       "..                   ...                   ...                   ...   \n",
       "124                 34.2                     *                     *   \n",
       "125                 22.9                  27.7                  19.3   \n",
       "126                 16.9                     *                     *   \n",
       "127                 25.4                  34.1                  33.3   \n",
       "128                  6.3                   6.0                   8.7   \n",
       "129                 22.8                  28.9                  28.3   \n",
       "130                  5.0                   8.1                   6.8   \n",
       "131                    *                     *                     *   \n",
       "132                 47.8                     *                  68.2   \n",
       "133                 24.0                  21.4                  27.2   \n",
       "134                 11.4                  17.8                  15.0   \n",
       "135                 44.2                  52.8                  50.3   \n",
       "136                  7.5                  15.8                  14.0   \n",
       "137                  9.0                  20.1                  14.6   \n",
       "138                  8.0                  14.4                  11.4   \n",
       "139                 28.3                  34.2                  34.8   \n",
       "140                  9.1                     *                  10.2   \n",
       "141                    *                  12.7                     *   \n",
       "142                  4.1                   7.4                   3.9   \n",
       "143                  8.6                  16.3                  16.1   \n",
       "144                  1.9                   3.7                   3.1   \n",
       "145                    *                     *                     *   \n",
       "146                 40.7                  62.1                  39.8   \n",
       "147                 17.0                     *                     *   \n",
       "148                 13.2                  25.2                  18.1   \n",
       "149                  6.7                  16.8                  11.2   \n",
       "150                  9.5                  13.2                  12.3   \n",
       "151                 None                     *                  None   \n",
       "152                    *                  None                     *   \n",
       "153                    *                  None                     *   \n",
       "\n",
       "    % goal ela 2015-16 % goal ela 2016-17 % goal math 2015-16  \\\n",
       "0                    *                  *                   *   \n",
       "1                    *                  *                22.7   \n",
       "2                    *               49.6                21.7   \n",
       "3                    *                  *                   *   \n",
       "4                 90.1               88.3                76.6   \n",
       "5                 73.9               73.1                49.1   \n",
       "6                 78.9               77.8                57.2   \n",
       "7                    *               46.1                14.5   \n",
       "8                 82.1               81.0                47.8   \n",
       "9                 62.4               70.2                34.7   \n",
       "10                   *                  *                40.0   \n",
       "11                29.2               34.8                10.0   \n",
       "12                68.6               62.1                34.1   \n",
       "13                84.8               87.0                56.5   \n",
       "14                   *                  *                   *   \n",
       "15                83.6               92.2                56.9   \n",
       "16                   *               33.3                   *   \n",
       "17                56.3               53.8                24.0   \n",
       "18                85.3               85.9                62.8   \n",
       "19                72.8               74.2                   *   \n",
       "20                76.8               76.6                43.0   \n",
       "21                   *               None                   *   \n",
       "22                   *               53.5                   *   \n",
       "23                44.3               46.1                14.3   \n",
       "24                   *                  *                   *   \n",
       "25                75.0               75.7                   *   \n",
       "26                71.9               79.9                45.9   \n",
       "27                51.2               56.8                24.6   \n",
       "28                94.6               94.8                83.7   \n",
       "29                31.4               52.4                15.1   \n",
       "..                 ...                ...                 ...   \n",
       "124               30.0               28.9                   *   \n",
       "125               61.8               50.6                36.6   \n",
       "126                  *               71.2                   *   \n",
       "127                  *                  *                27.3   \n",
       "128               86.1               86.0                68.7   \n",
       "129               56.3               54.9                24.9   \n",
       "130               82.4               85.8                58.4   \n",
       "131                  *                  *                   *   \n",
       "132                  *                  *                   *   \n",
       "133               64.6               53.1                38.0   \n",
       "134               73.0               72.3                33.3   \n",
       "135               33.6               32.2                 9.3   \n",
       "136               75.9               75.0                41.9   \n",
       "137               68.8               68.3                28.1   \n",
       "138               76.6               81.3                56.2   \n",
       "139               46.1               47.4                16.8   \n",
       "140               68.0               78.4                   *   \n",
       "141               84.3               92.5                71.1   \n",
       "142               90.8               92.4                75.5   \n",
       "143               70.6               72.4                47.2   \n",
       "144               93.0               95.4                76.1   \n",
       "145                  *                  *                   *   \n",
       "146               25.2               38.2                10.7   \n",
       "147                  *               56.6                   *   \n",
       "148               55.7               62.2                28.2   \n",
       "149               75.3               77.1                44.7   \n",
       "150               76.7               81.1                50.8   \n",
       "151                  *               None                   *   \n",
       "152               None                  *                None   \n",
       "153               None                  *                None   \n",
       "\n",
       "    % goal math 2016-17 avg score ela 2015-16       ...         \\\n",
       "0                     *                   529       ...          \n",
       "1                  19.1                   515       ...          \n",
       "2                  16.7                   476       ...          \n",
       "3                     *                     *       ...          \n",
       "4                  79.1                   607       ...          \n",
       "5                  45.4                   532       ...          \n",
       "6                  47.9                   543       ...          \n",
       "7                  14.9                   468       ...          \n",
       "8                  49.4                   555       ...          \n",
       "9                  42.8                   519       ...          \n",
       "10                 23.5                   515       ...          \n",
       "11                 15.9                   438       ...          \n",
       "12                 31.0                   515       ...          \n",
       "13                 59.9                   565       ...          \n",
       "14                    *                     *       ...          \n",
       "15                 67.8                   571       ...          \n",
       "16                    *                   416       ...          \n",
       "17                 22.8                   506       ...          \n",
       "18                 64.8                   567       ...          \n",
       "19                 42.3                   535       ...          \n",
       "20                 55.0                   549       ...          \n",
       "21                 None                     *       ...          \n",
       "22                 23.3                   462       ...          \n",
       "23                 14.3                   469       ...          \n",
       "24                    *                     *       ...          \n",
       "25                 55.7                   538       ...          \n",
       "26                 52.3                   529       ...          \n",
       "27                 25.1                   485       ...          \n",
       "28                 85.8                   619       ...          \n",
       "29                 27.2                   446       ...          \n",
       "..                  ...                   ...       ...          \n",
       "124                   *                   438       ...          \n",
       "125                43.4                   499       ...          \n",
       "126                   *                   502       ...          \n",
       "127                27.0                   506       ...          \n",
       "128                67.1                   570       ...          \n",
       "129                23.8                   490       ...          \n",
       "130                64.3                   557       ...          \n",
       "131                   *                     *       ...          \n",
       "132                   *                     *       ...          \n",
       "133                32.8                   517       ...          \n",
       "134                40.3                   523       ...          \n",
       "135                10.5                   448       ...          \n",
       "136                42.5                   533       ...          \n",
       "137                35.4                   516       ...          \n",
       "138                60.8                   559       ...          \n",
       "139                15.8                   472       ...          \n",
       "140                45.5                   516       ...          \n",
       "141                82.0                   585       ...          \n",
       "142                78.3                   598       ...          \n",
       "143                43.8                   521       ...          \n",
       "144                77.3                   604       ...          \n",
       "145                   *                     *       ...          \n",
       "146                11.4                   432       ...          \n",
       "147                   *                   491       ...          \n",
       "148                35.2                   502       ...          \n",
       "149                48.6                   534       ...          \n",
       "150                54.3                   540       ...          \n",
       "151                None                     *       ...          \n",
       "152                   *                  None       ...          \n",
       "153                   *                  None       ...          \n",
       "\n",
       "    avg score math 2015-16 avg score math 2016-17 num tested ela 2015-16  \\\n",
       "0                      537                    494                     30   \n",
       "1                      470                    467                     44   \n",
       "2                      448                    444                    138   \n",
       "3                        *                      *                     19   \n",
       "4                      603                    611                    245   \n",
       "5                      525                    523                    230   \n",
       "6                      531                    526                    194   \n",
       "7                      454                    450                    166   \n",
       "8                      516                    521                     67   \n",
       "9                      498                    508                    245   \n",
       "10                     489                    471                     35   \n",
       "11                     422                    431                   1022   \n",
       "12                     492                    484                    554   \n",
       "13                     542                    554                    223   \n",
       "14                       *                      *                      *   \n",
       "15                     545                    572                    116   \n",
       "16                     419                    419                     28   \n",
       "17                     469                    465                    487   \n",
       "18                     562                    563                    374   \n",
       "19                     475                    505                    125   \n",
       "20                     512                    530                    194   \n",
       "21                       *                   None                      *   \n",
       "22                     427                    462                     39   \n",
       "23                     446                    452                   2445   \n",
       "24                       *                      *                     10   \n",
       "25                     513                    532                    128   \n",
       "26                     509                    528                    146   \n",
       "27                     462                    466                    642   \n",
       "28                     626                    633                    312   \n",
       "29                     431                    470                     86   \n",
       "..                     ...                    ...                    ...   \n",
       "124                    431                    446                     40   \n",
       "125                    499                    511                    102   \n",
       "126                    478                    538                     62   \n",
       "127                    471                    465                     44   \n",
       "128                    569                    564                    201   \n",
       "129                    466                    467                    197   \n",
       "130                    557                    569                    495   \n",
       "131                      *                      *                      0   \n",
       "132                      *                    410                      8   \n",
       "133                    493                    477                    192   \n",
       "134                    492                    505                    460   \n",
       "135                    418                    421                   1056   \n",
       "136                    513                    510                    203   \n",
       "137                    485                    495                    199   \n",
       "138                    545                    557                    752   \n",
       "139                    453                    448                    304   \n",
       "140                    489                    514                     75   \n",
       "141                    582                    613                    198   \n",
       "142                    599                    609                    433   \n",
       "143                    518                    520                    252   \n",
       "144                    596                    607                    328   \n",
       "145                      *                      *                      *   \n",
       "146                    409                    433                    103   \n",
       "147                    474                    484                     89   \n",
       "148                    482                    493                    262   \n",
       "149                    515                    521                    190   \n",
       "150                    538                    535                    258   \n",
       "151                      *                   None                      *   \n",
       "152                   None                      *                   None   \n",
       "153                   None                      *                   None   \n",
       "\n",
       "    num tested ela 2016-17 num tested math 2015-16 num tested math 2016-17  \\\n",
       "0                       39                      30                      39   \n",
       "1                       48                      44                      48   \n",
       "2                      127                     138                     127   \n",
       "3                       15                      19                      15   \n",
       "4                      282                     245                     282   \n",
       "5                      216                     230                     216   \n",
       "6                      194                     194                     194   \n",
       "7                      154                     166                     154   \n",
       "8                       79                      67                      79   \n",
       "9                      215                     245                     215   \n",
       "10                      34                      35                      34   \n",
       "11                    1143                    1022                    1143   \n",
       "12                     552                     554                     552   \n",
       "13                     207                     223                     207   \n",
       "14                       *                       *                       *   \n",
       "15                     115                     116                     115   \n",
       "16                      33                      28                      33   \n",
       "17                     550                     487                     550   \n",
       "18                     326                     374                     326   \n",
       "19                     124                     125                     124   \n",
       "20                     218                     194                     218   \n",
       "21                    None                       *                    None   \n",
       "22                      43                      39                      43   \n",
       "23                    2481                    2445                    2481   \n",
       "24                      15                      10                      15   \n",
       "25                     115                     128                     115   \n",
       "26                     149                     146                     149   \n",
       "27                     674                     642                     674   \n",
       "28                     325                     312                     325   \n",
       "29                      82                      86                      82   \n",
       "..                     ...                     ...                     ...   \n",
       "124                     38                      40                      38   \n",
       "125                     83                     102                      83   \n",
       "126                     59                      62                      59   \n",
       "127                     63                      44                      63   \n",
       "128                    207                     201                     207   \n",
       "129                    224                     197                     224   \n",
       "130                    557                     495                     557   \n",
       "131                      0                       0                       0   \n",
       "132                     23                       8                      23   \n",
       "133                    196                     192                     196   \n",
       "134                    447                     460                     447   \n",
       "135                   1126                    1056                    1126   \n",
       "136                    200                     203                     200   \n",
       "137                    199                     199                     199   \n",
       "138                    723                     752                     723   \n",
       "139                    325                     304                     325   \n",
       "140                     88                      75                      88   \n",
       "141                    200                     198                     200   \n",
       "142                    459                     433                     459   \n",
       "143                    304                     252                     304   \n",
       "144                    323                     328                     323   \n",
       "145                      *                       *                       *   \n",
       "146                    123                     103                     123   \n",
       "147                    106                      89                     106   \n",
       "148                    288                     262                     288   \n",
       "149                    179                     190                     179   \n",
       "150                    243                     258                     243   \n",
       "151                   None                       *                    None   \n",
       "152                      *                    None                       *   \n",
       "153                      *                    None                       *   \n",
       "\n",
       "    math score diff  ela score diff  math % goal diff  ela % goal diff  \n",
       "0             -43.0           -41.0               NaN              NaN  \n",
       "1              -3.0            -4.0              -3.6              NaN  \n",
       "2              -4.0             2.0              -5.0              NaN  \n",
       "3               NaN             NaN               NaN              NaN  \n",
       "4               8.0            -4.0               2.5             -1.8  \n",
       "5              -2.0             2.0              -3.7             -0.8  \n",
       "6              -5.0             4.0              -9.3             -1.1  \n",
       "7              -4.0             7.0               0.4              NaN  \n",
       "8               5.0             7.0               1.6             -1.1  \n",
       "9              10.0             5.0               8.1              7.8  \n",
       "10            -18.0            -7.0             -16.5              NaN  \n",
       "11              9.0            11.0               5.9              5.6  \n",
       "12             -8.0            -7.0              -3.1             -6.5  \n",
       "13             12.0             5.0               3.4              2.2  \n",
       "14              NaN             NaN               NaN              NaN  \n",
       "15             27.0            40.0              10.9              8.6  \n",
       "16              0.0            32.0               NaN              NaN  \n",
       "17             -4.0            -7.0              -1.2             -2.5  \n",
       "18              1.0             6.0               2.0              0.6  \n",
       "19             30.0             9.0               NaN              1.4  \n",
       "20             18.0            -9.0              12.0             -0.2  \n",
       "21              NaN             NaN               NaN              NaN  \n",
       "22             35.0            51.0               NaN              NaN  \n",
       "23              6.0             3.0               0.0              1.8  \n",
       "24              NaN             NaN               NaN              NaN  \n",
       "25             19.0            15.0               NaN              0.7  \n",
       "26             19.0            16.0               6.4              8.0  \n",
       "27              4.0             9.0               0.5              5.6  \n",
       "28              7.0             8.0               2.1              0.2  \n",
       "29             39.0            41.0              12.1             21.0  \n",
       "..              ...             ...               ...              ...  \n",
       "124            15.0             5.0               NaN             -1.1  \n",
       "125            12.0           -10.0               6.8            -11.2  \n",
       "126            60.0            35.0               NaN              NaN  \n",
       "127            -6.0           -19.0              -0.3              NaN  \n",
       "128            -5.0            -2.0              -1.6             -0.1  \n",
       "129             1.0            -1.0              -1.1             -1.4  \n",
       "130            12.0            21.0               5.9              3.4  \n",
       "131             NaN             NaN               NaN              NaN  \n",
       "132             NaN             NaN               NaN              NaN  \n",
       "133           -16.0           -22.0              -5.2            -11.5  \n",
       "134            13.0             4.0               7.0             -0.7  \n",
       "135             3.0            -3.0               1.2             -1.4  \n",
       "136            -3.0            10.0               0.6             -0.9  \n",
       "137            10.0             8.0               7.3             -0.5  \n",
       "138            12.0            14.0               4.6              4.7  \n",
       "139            -5.0             5.0              -1.0              1.3  \n",
       "140            25.0            28.0               NaN             10.4  \n",
       "141            31.0            41.0              10.9              8.2  \n",
       "142            10.0            18.0               2.8              1.6  \n",
       "143             2.0            19.0              -3.4              1.8  \n",
       "144            11.0            16.0               1.2              2.4  \n",
       "145             NaN             NaN               NaN              NaN  \n",
       "146            24.0            21.0               0.7             13.0  \n",
       "147            10.0             0.0               NaN              NaN  \n",
       "148            11.0             9.0               7.0              6.5  \n",
       "149             6.0            11.0               3.9              1.8  \n",
       "150            -3.0            15.0               3.5              4.4  \n",
       "151             NaN             NaN               NaN              NaN  \n",
       "152             NaN             NaN               NaN              NaN  \n",
       "153             NaN             NaN               NaN              NaN  \n",
       "\n",
       "[154 rows x 21 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_delta_df().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "make_delta_df().reset_index().to_csv(\"viz/data/sat-delta.csv\",index=False)\n",
    "make_delta_df().reset_index().to_json(\"viz/data/sat-delta.json\",orient=\"records\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "matplotlib.style.use('ggplot')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "delta_df = make_delta_df()\n",
    "delta_df[\"avg score math 2016-17\"] = pd.to_numeric(delta_df[\"avg score math 2016-17\"],errors=\"coerce\")\n",
    "delta_df[\"avg score ela 2016-17\"] = pd.to_numeric(delta_df[\"avg score ela 2016-17\"],errors=\"coerce\")\n",
    "delta_df[\"avg score math 2015-16\"] = pd.to_numeric(delta_df[\"avg score math 2015-16\"],errors=\"coerce\")\n",
    "delta_df[\"avg score ela 2015-16\"] = pd.to_numeric(delta_df[\"avg score ela 2015-16\"],errors=\"coerce\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10903bc10>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEWCAYAAABMoxE0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noZ+cEZeJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109234a50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "delta_df.plot.scatter(x=\"ela score diff\",y=\"math score diff\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "arg must be a list, tuple, 1-d array, or Series",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-64-8cca709ca763>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdelta_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"coerce\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python2.7/site-packages/pandas/tools/util.pyc\u001b[0m in \u001b[0;36mto_numeric\u001b[0;34m(arg, errors, downcast)\u001b[0m\n\u001b[1;32m    180\u001b[0m         \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'O'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    181\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ndim'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 182\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'arg must be a list, tuple, 1-d array, or Series'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    183\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    184\u001b[0m         \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: arg must be a list, tuple, 1-d array, or Series"
     ]
    }
   ],
   "source": [
    "pd.to_numeric(delta_df,errors=\"coerce\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pd.to_numeric(delta_df[\"avg score math 2016-17\"],errors=\"coerce\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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
}