diff --git a/python_project_1.ipynb b/python_project_1.ipynb
index ff539b3..5b1c8d8 100644
--- a/python_project_1.ipynb
+++ b/python_project_1.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 1,
    "id": "7acc26cb",
    "metadata": {},
    "outputs": [],
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 2,
    "id": "c821dd0a",
    "metadata": {},
    "outputs": [],
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 3,
    "id": "e080ce64",
    "metadata": {},
    "outputs": [
@@ -33,7 +33,7 @@
        "(212331, 15)"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -44,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 4,
    "id": "57651a37",
    "metadata": {
     "scrolled": true
@@ -71,7 +71,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -82,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 5,
    "id": "7147a7d1",
    "metadata": {},
    "outputs": [
@@ -102,7 +102,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 6,
+   "id": "377a2d08",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['K-8', 'High school', 'Junior High-Intermediate-Middle',\n",
+       "       'Secondary School', 'K-12 all grades', 'Elementary'], dtype=object)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What kind of schools are included?\n",
+    "\n",
+    "df['School Level'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
    "id": "897e335b",
    "metadata": {},
    "outputs": [
@@ -127,7 +151,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -140,7 +164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 9,
    "id": "e0ab351b",
    "metadata": {},
    "outputs": [
@@ -441,7 +465,7 @@
        "209786                 0                  0  "
       ]
      },
-     "execution_count": 35,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -452,7 +476,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 10,
    "id": "c9a49215",
    "metadata": {},
    "outputs": [],
@@ -467,7 +491,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 11,
    "id": "738ee993",
    "metadata": {},
    "outputs": [],
@@ -481,7 +505,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 12,
    "id": "258073d0",
    "metadata": {},
    "outputs": [
@@ -599,7 +623,7 @@
        "4                           s  "
       ]
      },
-     "execution_count": 44,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -610,7 +634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 13,
    "id": "1f05cd97",
    "metadata": {},
    "outputs": [
@@ -655,7 +679,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 25,
    "id": "f86ea927",
    "metadata": {},
    "outputs": [
@@ -692,26 +716,15 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2222</th>\n",
+       "      <th>148870</th>\n",
        "      <td>02M605</td>\n",
        "      <td>Humanities Preparatory Academy</td>\n",
        "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>38</td>\n",
-       "      <td>74.2</td>\n",
-       "      <td>36.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2223</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>63</td>\n",
-       "      <td>77.8</td>\n",
-       "      <td>54.0</td>\n",
+       "      <td>English</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>33</td>\n",
+       "      <td>74.8</td>\n",
+       "      <td>24.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2224</th>\n",
@@ -725,103 +738,15 @@
        "      <td>30.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23479</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>30</td>\n",
-       "      <td>74.9</td>\n",
-       "      <td>40.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23480</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>8</td>\n",
-       "      <td>71.9</td>\n",
-       "      <td>25.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>59854</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>22</td>\n",
-       "      <td>76.8</td>\n",
-       "      <td>45.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>59857</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>45</td>\n",
-       "      <td>77.5</td>\n",
-       "      <td>55.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>59860</th>\n",
+       "      <th>107118</th>\n",
        "      <td>02M605</td>\n",
        "      <td>Humanities Preparatory Academy</td>\n",
        "      <td>High school</td>\n",
        "      <td>English</td>\n",
        "      <td>2015</td>\n",
-       "      <td>49</td>\n",
-       "      <td>73.3</td>\n",
-       "      <td>26.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>107113</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>23</td>\n",
-       "      <td>77.8</td>\n",
-       "      <td>52.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>107114</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>15</td>\n",
-       "      <td>68.8</td>\n",
-       "      <td>13.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>107115</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>36</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>44.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>107116</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>Common Core English</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>27</td>\n",
-       "      <td>78.9</td>\n",
-       "      <td>66.7</td>\n",
+       "      <td>31</td>\n",
+       "      <td>71.8</td>\n",
+       "      <td>25.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>107117</th>\n",
@@ -835,15 +760,37 @@
        "      <td>35.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>107118</th>\n",
+       "      <th>148869</th>\n",
        "      <td>02M605</td>\n",
        "      <td>Humanities Preparatory Academy</td>\n",
        "      <td>High school</td>\n",
        "      <td>English</td>\n",
        "      <td>2015</td>\n",
-       "      <td>31</td>\n",
-       "      <td>71.8</td>\n",
-       "      <td>25.8</td>\n",
+       "      <td>25</td>\n",
+       "      <td>75.3</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59860</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>English</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>49</td>\n",
+       "      <td>73.3</td>\n",
+       "      <td>26.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148861</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>22</td>\n",
+       "      <td>75.4</td>\n",
+       "      <td>36.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>148860</th>\n",
@@ -857,15 +804,103 @@
        "      <td>30.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>148861</th>\n",
+       "      <th>107114</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>15</td>\n",
+       "      <td>68.8</td>\n",
+       "      <td>13.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2222</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>38</td>\n",
+       "      <td>74.2</td>\n",
+       "      <td>36.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59854</th>\n",
        "      <td>02M605</td>\n",
        "      <td>Humanities Preparatory Academy</td>\n",
        "      <td>High school</td>\n",
        "      <td>Common Core English</td>\n",
        "      <td>2016</td>\n",
        "      <td>22</td>\n",
-       "      <td>75.4</td>\n",
-       "      <td>36.4</td>\n",
+       "      <td>76.8</td>\n",
+       "      <td>45.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23480</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>8</td>\n",
+       "      <td>71.9</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23479</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>30</td>\n",
+       "      <td>74.9</td>\n",
+       "      <td>40.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107113</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>23</td>\n",
+       "      <td>77.8</td>\n",
+       "      <td>52.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59857</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>45</td>\n",
+       "      <td>77.5</td>\n",
+       "      <td>55.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107116</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>27</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>66.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2223</th>\n",
+       "      <td>02M605</td>\n",
+       "      <td>Humanities Preparatory Academy</td>\n",
+       "      <td>High school</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>63</td>\n",
+       "      <td>77.8</td>\n",
+       "      <td>54.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>148864</th>\n",
@@ -912,26 +947,15 @@
        "      <td>71.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>148869</th>\n",
+       "      <th>107115</th>\n",
        "      <td>02M605</td>\n",
        "      <td>Humanities Preparatory Academy</td>\n",
        "      <td>High school</td>\n",
-       "      <td>English</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>25</td>\n",
-       "      <td>75.3</td>\n",
-       "      <td>40.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>148870</th>\n",
-       "      <td>02M605</td>\n",
-       "      <td>Humanities Preparatory Academy</td>\n",
-       "      <td>High school</td>\n",
-       "      <td>English</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>33</td>\n",
-       "      <td>74.8</td>\n",
-       "      <td>24.2</td>\n",
+       "      <td>Common Core English</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>36</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>44.4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -939,79 +963,79 @@
       ],
       "text/plain": [
        "       School DBN                     School Name School Level  \\\n",
-       "2222       02M605  Humanities Preparatory Academy  High school   \n",
-       "2223       02M605  Humanities Preparatory Academy  High school   \n",
+       "148870     02M605  Humanities Preparatory Academy  High school   \n",
        "2224       02M605  Humanities Preparatory Academy  High school   \n",
-       "23479      02M605  Humanities Preparatory Academy  High school   \n",
-       "23480      02M605  Humanities Preparatory Academy  High school   \n",
-       "59854      02M605  Humanities Preparatory Academy  High school   \n",
-       "59857      02M605  Humanities Preparatory Academy  High school   \n",
-       "59860      02M605  Humanities Preparatory Academy  High school   \n",
-       "107113     02M605  Humanities Preparatory Academy  High school   \n",
-       "107114     02M605  Humanities Preparatory Academy  High school   \n",
-       "107115     02M605  Humanities Preparatory Academy  High school   \n",
-       "107116     02M605  Humanities Preparatory Academy  High school   \n",
-       "107117     02M605  Humanities Preparatory Academy  High school   \n",
        "107118     02M605  Humanities Preparatory Academy  High school   \n",
-       "148860     02M605  Humanities Preparatory Academy  High school   \n",
+       "107117     02M605  Humanities Preparatory Academy  High school   \n",
+       "148869     02M605  Humanities Preparatory Academy  High school   \n",
+       "59860      02M605  Humanities Preparatory Academy  High school   \n",
        "148861     02M605  Humanities Preparatory Academy  High school   \n",
+       "148860     02M605  Humanities Preparatory Academy  High school   \n",
+       "107114     02M605  Humanities Preparatory Academy  High school   \n",
+       "2222       02M605  Humanities Preparatory Academy  High school   \n",
+       "59854      02M605  Humanities Preparatory Academy  High school   \n",
+       "23480      02M605  Humanities Preparatory Academy  High school   \n",
+       "23479      02M605  Humanities Preparatory Academy  High school   \n",
+       "107113     02M605  Humanities Preparatory Academy  High school   \n",
+       "59857      02M605  Humanities Preparatory Academy  High school   \n",
+       "107116     02M605  Humanities Preparatory Academy  High school   \n",
+       "2223       02M605  Humanities Preparatory Academy  High school   \n",
        "148864     02M605  Humanities Preparatory Academy  High school   \n",
        "148865     02M605  Humanities Preparatory Academy  High school   \n",
        "148866     02M605  Humanities Preparatory Academy  High school   \n",
        "148867     02M605  Humanities Preparatory Academy  High school   \n",
-       "148869     02M605  Humanities Preparatory Academy  High school   \n",
-       "148870     02M605  Humanities Preparatory Academy  High school   \n",
+       "107115     02M605  Humanities Preparatory Academy  High school   \n",
        "\n",
        "               Regents Exam  Year  Total Tested  Mean Score  \\\n",
-       "2222    Common Core English  2016            38        74.2   \n",
-       "2223    Common Core English  2017            63        77.8   \n",
+       "148870              English  2015            33        74.8   \n",
        "2224                English  2015            65        74.1   \n",
-       "23479   Common Core English  2016            30        74.9   \n",
-       "23480   Common Core English  2016             8        71.9   \n",
-       "59854   Common Core English  2016            22        76.8   \n",
-       "59857   Common Core English  2017            45        77.5   \n",
-       "59860               English  2015            49        73.3   \n",
-       "107113  Common Core English  2016            23        77.8   \n",
-       "107114  Common Core English  2016            15        68.8   \n",
-       "107115  Common Core English  2017            36        77.0   \n",
-       "107116  Common Core English  2017            27        78.9   \n",
-       "107117              English  2015            34        76.3   \n",
        "107118              English  2015            31        71.8   \n",
-       "148860  Common Core English  2016            10        70.0   \n",
+       "107117              English  2015            34        76.3   \n",
+       "148869              English  2015            25        75.3   \n",
+       "59860               English  2015            49        73.3   \n",
        "148861  Common Core English  2016            22        75.4   \n",
+       "148860  Common Core English  2016            10        70.0   \n",
+       "107114  Common Core English  2016            15        68.8   \n",
+       "2222    Common Core English  2016            38        74.2   \n",
+       "59854   Common Core English  2016            22        76.8   \n",
+       "23480   Common Core English  2016             8        71.9   \n",
+       "23479   Common Core English  2016            30        74.9   \n",
+       "107113  Common Core English  2016            23        77.8   \n",
+       "59857   Common Core English  2017            45        77.5   \n",
+       "107116  Common Core English  2017            27        78.9   \n",
+       "2223    Common Core English  2017            63        77.8   \n",
        "148864  Common Core English  2017             6        76.7   \n",
        "148865  Common Core English  2017            16        78.6   \n",
        "148866  Common Core English  2017            34        76.9   \n",
        "148867  Common Core English  2017             7        81.1   \n",
-       "148869              English  2015            25        75.3   \n",
-       "148870              English  2015            33        74.8   \n",
+       "107115  Common Core English  2017            36        77.0   \n",
        "\n",
        "        Percent Scoring 80 or Above  \n",
-       "2222                           36.8  \n",
-       "2223                           54.0  \n",
+       "148870                         24.2  \n",
        "2224                           30.8  \n",
-       "23479                          40.0  \n",
-       "23480                          25.0  \n",
-       "59854                          45.5  \n",
-       "59857                          55.6  \n",
-       "59860                          26.5  \n",
-       "107113                         52.2  \n",
-       "107114                         13.3  \n",
-       "107115                         44.4  \n",
-       "107116                         66.7  \n",
-       "107117                         35.3  \n",
        "107118                         25.8  \n",
-       "148860                         30.0  \n",
+       "107117                         35.3  \n",
+       "148869                         40.0  \n",
+       "59860                          26.5  \n",
        "148861                         36.4  \n",
+       "148860                         30.0  \n",
+       "107114                         13.3  \n",
+       "2222                           36.8  \n",
+       "59854                          45.5  \n",
+       "23480                          25.0  \n",
+       "23479                          40.0  \n",
+       "107113                         52.2  \n",
+       "59857                          55.6  \n",
+       "107116                         66.7  \n",
+       "2223                           54.0  \n",
        "148864                         50.0  \n",
        "148865                         50.0  \n",
        "148866                         52.9  \n",
        "148867                         71.4  \n",
-       "148869                         40.0  \n",
-       "148870                         24.2  "
+       "107115                         44.4  "
       ]
      },
-     "execution_count": 70,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1019,12 +1043,12 @@
    "source": [
     "# Filter the dataset. Let's have a look at the Humanities Preparatory Academy High School in Chelsea\n",
     "\n",
-    "df[df['School DBN'] == '02M605']"
+    "df[df['School DBN'] == '02M605'].sort_values(by = ['Year'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 15,
    "id": "1cc0ab0a",
    "metadata": {},
    "outputs": [
@@ -1038,7 +1062,7 @@
        "Name: Mean Score, dtype: float64"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1051,7 +1075,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 16,
    "id": "8ad44a32",
    "metadata": {},
    "outputs": [
@@ -1065,7 +1089,7 @@
        "Name: Mean Score, dtype: float64"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1082,7 +1106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 17,
    "id": "3b420509",
    "metadata": {},
    "outputs": [
@@ -1096,13 +1120,13 @@
        "Name: Mean Score, dtype: float64"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# High schools in Bronx, Queens, Brooklyn and Staten Island\n",
+    "# Other high schools in other boroughs\n",
     "\n",
     "df[(df['School DBN'] != '02M605')\n",
     "   & (df['School Level'] == 'High school')\n",
@@ -1113,25 +1137,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
-   "id": "7b5fd34a",
+   "execution_count": 57,
+   "id": "e0e8e522",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='Year'>"
+       "<AxesSubplot:>"
       ]
      },
-     "execution_count": 105,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 720x360 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1141,18 +1165,31 @@
     }
    ],
    "source": [
-    "# test plot\n",
+    "# Visualization\n",
     "\n",
-    "df[df['School DBN'] == '02M605'].groupby(['Year'])['Mean Score'].mean().plot(kind = 'bar')"
+    "# Dictionary made by manually entering data from three previous cells.\n",
+    "# I wish I knew how to do this programmatically.\n",
+    "\n",
+    "d = {'Humanities Prep': [74.266667, 73.725000, 78.062500],\n",
+    "     'Other Manhattan Highs': [70.562738, 70.612695, 72.814383],\n",
+    "     'High Schools Other Boroughs': [67.399191, 65.028724, 67.557191]}\n",
+    "new_df = pd.DataFrame(data = d, index = ['2015', '2016', '2017'])\n",
+    "new_df.plot(kind = 'bar', figsize = (10, 5))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b2ab50ef",
+   "id": "6749209e",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "# Conclusions\n",
+    "\n",
+    "# We lost a lot of data from the dataset by dropping the 's' values. Maybe we should have done mean imputation.\n",
+    "# Humanities Prep Academy scored higher in the English Regents exam than other high schools in Manhattan\n",
+    "# and higher than schools in other boroughs, for every year surveyed."
+   ]
   }
  ],
  "metadata": {