diff --git a/main/analysis.ipynb b/main/analysis.ipynb
index 5e333d7..a6b6b4f 100644
--- a/main/analysis.ipynb
+++ b/main/analysis.ipynb
@@ -10,7 +10,7 @@
     "import pandas as pd\n",
     "import numpy as np\n",
     "\n",
-    "from great_schools import get_nearby_schools\n",
+    "from great_schools import get_nearby_schools, get_demographics\n",
     "from distance import get_distance\n",
     "from secret import get_key\n",
     "from district_score import get_overall_rating"
@@ -302,6 +302,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th>universal-id</th>\n",
        "      <th>state-id</th>\n",
        "      <th>type</th>\n",
        "      <th>level-codes</th>\n",
@@ -338,452 +339,247 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th rowspan=\"5\" valign=\"top\">Acton-Boxborough School District</th>\n",
-       "      <th>Acton-Boxborough Regional High School</th>\n",
-       "      <td>6000505</td>\n",
-       "      <td>public</td>\n",
-       "      <td>h</td>\n",
-       "      <td>9,10,11,12,UG</td>\n",
-       "      <td>Acton</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1720</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.479694</td>\n",
-       "      <td>-71.458084</td>\n",
-       "      <td>59</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.479694, -71.458084)</td>\n",
-       "      <td>21.179084</td>\n",
-       "      <td>10.393596</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Blanchard Memorial School</th>\n",
-       "      <td>6000005</td>\n",
-       "      <td>public</td>\n",
-       "      <td>e</td>\n",
-       "      <td>KG,1,2,3,4,5,6</td>\n",
-       "      <td>Boxborough</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1719</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.482014</td>\n",
-       "      <td>-71.505814</td>\n",
-       "      <td>59</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.482014, -71.505814)</td>\n",
-       "      <td>23.513033</td>\n",
-       "      <td>12.828547</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C.T. Douglas Elementary School</th>\n",
-       "      <td>6000020</td>\n",
-       "      <td>public</td>\n",
-       "      <td>e</td>\n",
-       "      <td>KG,1,2,3,4,5,6</td>\n",
-       "      <td>Acton</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1720</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.481873</td>\n",
-       "      <td>-71.471588</td>\n",
-       "      <td>59</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.481873, -71.471588)</td>\n",
-       "      <td>21.874635</td>\n",
-       "      <td>11.087128</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Luther Conant School</th>\n",
-       "      <td>6000030</td>\n",
-       "      <td>public</td>\n",
-       "      <td>e</td>\n",
-       "      <td>KG,1,2,3,4,5,6</td>\n",
-       "      <td>Acton</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1720</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.475239</td>\n",
-       "      <td>-71.436340</td>\n",
-       "      <td>59</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.475239, -71.43634)</td>\n",
-       "      <td>20.036107</td>\n",
-       "      <td>9.279210</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Mccarthy-Towne School</th>\n",
-       "      <td>6000015</td>\n",
-       "      <td>public</td>\n",
-       "      <td>e</td>\n",
-       "      <td>KG,1,2,3,4,5,6</td>\n",
-       "      <td>Acton</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1720</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.476936</td>\n",
-       "      <td>-71.453590</td>\n",
-       "      <td>59</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.476936, -71.45359)</td>\n",
-       "      <td>20.896860</td>\n",
-       "      <td>10.159317</td>\n",
-       "    </tr>\n",
-       "    <tr>\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=\"5\" valign=\"top\">Winchester School District</th>\n",
-       "      <th>Lynch Elementary School</th>\n",
-       "      <td>3440020</td>\n",
-       "      <td>public</td>\n",
-       "      <td>p,e</td>\n",
-       "      <td>PK,KG,1,2,3,4,5</td>\n",
-       "      <td>Winchester</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1890</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.460964</td>\n",
-       "      <td>-71.150330</td>\n",
-       "      <td>464</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.460964, -71.15033)</td>\n",
-       "      <td>7.607210</td>\n",
-       "      <td>5.361206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Mccall Middle School</th>\n",
-       "      <td>3440305</td>\n",
+       "      <th>Quincy School District</th>\n",
+       "      <th>Central Middle School</th>\n",
+       "      <td>2501385</td>\n",
+       "      <td>2430315</td>\n",
        "      <td>public</td>\n",
        "      <td>m</td>\n",
        "      <td>6,7,8</td>\n",
-       "      <td>Winchester</td>\n",
+       "      <td>Quincy</td>\n",
        "      <td>MA</td>\n",
-       "      <td>1890</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.449566</td>\n",
-       "      <td>-71.134735</td>\n",
-       "      <td>464</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.449566, -71.134735)</td>\n",
-       "      <td>6.523996</td>\n",
-       "      <td>6.308317</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Muraco Elementary School</th>\n",
-       "      <td>3440040</td>\n",
-       "      <td>public</td>\n",
-       "      <td>e</td>\n",
-       "      <td>KG,1,2,3,4,5</td>\n",
-       "      <td>Winchester</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1890</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.463272</td>\n",
-       "      <td>-71.131409</td>\n",
-       "      <td>464</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.463272, -71.131409)</td>\n",
-       "      <td>7.288029</td>\n",
-       "      <td>6.293099</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Vinson-Owen Elementary School</th>\n",
-       "      <td>3440025</td>\n",
-       "      <td>public</td>\n",
-       "      <td>p,e</td>\n",
-       "      <td>PK,KG,1,2,3,4,5</td>\n",
-       "      <td>Winchester</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1890</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.449741</td>\n",
-       "      <td>-71.175018</td>\n",
-       "      <td>464</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.449741, -71.175018)</td>\n",
-       "      <td>7.758212</td>\n",
-       "      <td>4.359471</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Winchester High School</th>\n",
-       "      <td>3440505</td>\n",
-       "      <td>public</td>\n",
-       "      <td>h</td>\n",
-       "      <td>9,10,11,12</td>\n",
-       "      <td>Winchester</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1890</td>\n",
-       "      <td>Middlesex County</td>\n",
-       "      <td>42.455719</td>\n",
-       "      <td>-71.134201</td>\n",
-       "      <td>464</td>\n",
+       "      <td>2170</td>\n",
+       "      <td>Norfolk County</td>\n",
+       "      <td>42.261284</td>\n",
+       "      <td>-71.011436</td>\n",
+       "      <td>349</td>\n",
        "      <td>8.0</td>\n",
        "      <td>2021.0</td>\n",
-       "      <td>(42.455719, -71.134201)</td>\n",
-       "      <td>6.883474</td>\n",
-       "      <td>6.235460</td>\n",
+       "      <td>(42.261284, -71.011436)</td>\n",
+       "      <td>7.944981</td>\n",
+       "      <td>19.199411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Natick School District</th>\n",
+       "      <th>Brown</th>\n",
+       "      <td>2501156</td>\n",
+       "      <td>1980010</td>\n",
+       "      <td>public</td>\n",
+       "      <td>e</td>\n",
+       "      <td>KG,1,2,3,4</td>\n",
+       "      <td>Natick</td>\n",
+       "      <td>MA</td>\n",
+       "      <td>1760</td>\n",
+       "      <td>Middlesex County</td>\n",
+       "      <td>42.292339</td>\n",
+       "      <td>-71.384941</td>\n",
+       "      <td>294</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2021.0</td>\n",
+       "      <td>(42.292339, -71.384941)</td>\n",
+       "      <td>16.826936</td>\n",
+       "      <td>14.194884</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wakefield School District</th>\n",
+       "      <th>Dolbeare Elementary School</th>\n",
+       "      <td>2501667</td>\n",
+       "      <td>3050005</td>\n",
+       "      <td>public</td>\n",
+       "      <td>e</td>\n",
+       "      <td>KG,1,2,3,4</td>\n",
+       "      <td>Wakefield</td>\n",
+       "      <td>MA</td>\n",
+       "      <td>1880</td>\n",
+       "      <td>Middlesex County</td>\n",
+       "      <td>42.518574</td>\n",
+       "      <td>-71.065102</td>\n",
+       "      <td>424</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>2021.0</td>\n",
+       "      <td>(42.518574, -71.065102)</td>\n",
+       "      <td>10.436914</td>\n",
+       "      <td>10.107841</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Southborough School District</th>\n",
+       "      <th>Albert S. Woodward Memorial School</th>\n",
+       "      <td>2503218</td>\n",
+       "      <td>2760050</td>\n",
+       "      <td>public</td>\n",
+       "      <td>e</td>\n",
+       "      <td>2,3</td>\n",
+       "      <td>Southborough</td>\n",
+       "      <td>MA</td>\n",
+       "      <td>1772</td>\n",
+       "      <td>Worcester County</td>\n",
+       "      <td>42.304043</td>\n",
+       "      <td>-71.527367</td>\n",
+       "      <td>387</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020.0</td>\n",
+       "      <td>(42.304043, -71.527367)</td>\n",
+       "      <td>23.683438</td>\n",
+       "      <td>18.208098</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wilmington School District</th>\n",
+       "      <th>Wildwood</th>\n",
+       "      <td>2501816</td>\n",
+       "      <td>3420015</td>\n",
+       "      <td>public</td>\n",
+       "      <td>p,e</td>\n",
+       "      <td>PK,KG</td>\n",
+       "      <td>Wilmington</td>\n",
+       "      <td>MA</td>\n",
+       "      <td>1887</td>\n",
+       "      <td>Middlesex County</td>\n",
+       "      <td>42.550678</td>\n",
+       "      <td>-71.153496</td>\n",
+       "      <td>462</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>(42.550678, -71.153496)</td>\n",
+       "      <td>13.322938</td>\n",
+       "      <td>7.376087</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>325 rows × 16 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                        state-id  \\\n",
-       "district-name                    name                                              \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School   6000505   \n",
-       "                                 Blanchard Memorial School               6000005   \n",
-       "                                 C.T. Douglas Elementary School          6000020   \n",
-       "                                 Luther Conant School                    6000030   \n",
-       "                                 Mccarthy-Towne School                   6000015   \n",
-       "...                                                                          ...   \n",
-       "Winchester School District       Lynch Elementary School                 3440020   \n",
-       "                                 Mccall Middle School                    3440305   \n",
-       "                                 Muraco Elementary School                3440040   \n",
-       "                                 Vinson-Owen Elementary School           3440025   \n",
-       "                                 Winchester High School                  3440505   \n",
+       "                                                                 universal-id  \\\n",
+       "district-name                name                                               \n",
+       "Quincy School District       Central Middle School                    2501385   \n",
+       "Natick School District       Brown                                    2501156   \n",
+       "Wakefield School District    Dolbeare Elementary School               2501667   \n",
+       "Southborough School District Albert S. Woodward Memorial School       2503218   \n",
+       "Wilmington School District   Wildwood                                 2501816   \n",
        "\n",
-       "                                                                          type  \\\n",
-       "district-name                    name                                            \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School  public   \n",
-       "                                 Blanchard Memorial School              public   \n",
-       "                                 C.T. Douglas Elementary School         public   \n",
-       "                                 Luther Conant School                   public   \n",
-       "                                 Mccarthy-Towne School                  public   \n",
-       "...                                                                        ...   \n",
-       "Winchester School District       Lynch Elementary School                public   \n",
-       "                                 Mccall Middle School                   public   \n",
-       "                                 Muraco Elementary School               public   \n",
-       "                                 Vinson-Owen Elementary School          public   \n",
-       "                                 Winchester High School                 public   \n",
+       "                                                                 state-id  \\\n",
+       "district-name                name                                           \n",
+       "Quincy School District       Central Middle School                2430315   \n",
+       "Natick School District       Brown                                1980010   \n",
+       "Wakefield School District    Dolbeare Elementary School           3050005   \n",
+       "Southborough School District Albert S. Woodward Memorial School   2760050   \n",
+       "Wilmington School District   Wildwood                             3420015   \n",
        "\n",
-       "                                                                       level-codes  \\\n",
-       "district-name                    name                                                \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School           h   \n",
-       "                                 Blanchard Memorial School                       e   \n",
-       "                                 C.T. Douglas Elementary School                  e   \n",
-       "                                 Luther Conant School                            e   \n",
-       "                                 Mccarthy-Towne School                           e   \n",
-       "...                                                                            ...   \n",
-       "Winchester School District       Lynch Elementary School                       p,e   \n",
-       "                                 Mccall Middle School                            m   \n",
-       "                                 Muraco Elementary School                        e   \n",
-       "                                 Vinson-Owen Elementary School                 p,e   \n",
-       "                                 Winchester High School                          h   \n",
+       "                                                                   type  \\\n",
+       "district-name                name                                         \n",
+       "Quincy School District       Central Middle School               public   \n",
+       "Natick School District       Brown                               public   \n",
+       "Wakefield School District    Dolbeare Elementary School          public   \n",
+       "Southborough School District Albert S. Woodward Memorial School  public   \n",
+       "Wilmington School District   Wildwood                            public   \n",
        "\n",
-       "                                                                                  level  \\\n",
-       "district-name                    name                                                     \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School    9,10,11,12,UG   \n",
-       "                                 Blanchard Memorial School               KG,1,2,3,4,5,6   \n",
-       "                                 C.T. Douglas Elementary School          KG,1,2,3,4,5,6   \n",
-       "                                 Luther Conant School                    KG,1,2,3,4,5,6   \n",
-       "                                 Mccarthy-Towne School                   KG,1,2,3,4,5,6   \n",
-       "...                                                                                 ...   \n",
-       "Winchester School District       Lynch Elementary School                PK,KG,1,2,3,4,5   \n",
-       "                                 Mccall Middle School                             6,7,8   \n",
-       "                                 Muraco Elementary School                  KG,1,2,3,4,5   \n",
-       "                                 Vinson-Owen Elementary School          PK,KG,1,2,3,4,5   \n",
-       "                                 Winchester High School                      9,10,11,12   \n",
+       "                                                                level-codes  \\\n",
+       "district-name                name                                             \n",
+       "Quincy School District       Central Middle School                        m   \n",
+       "Natick School District       Brown                                        e   \n",
+       "Wakefield School District    Dolbeare Elementary School                   e   \n",
+       "Southborough School District Albert S. Woodward Memorial School           e   \n",
+       "Wilmington School District   Wildwood                                   p,e   \n",
        "\n",
-       "                                                                              city  \\\n",
-       "district-name                    name                                                \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School       Acton   \n",
-       "                                 Blanchard Memorial School              Boxborough   \n",
-       "                                 C.T. Douglas Elementary School              Acton   \n",
-       "                                 Luther Conant School                        Acton   \n",
-       "                                 Mccarthy-Towne School                       Acton   \n",
-       "...                                                                            ...   \n",
-       "Winchester School District       Lynch Elementary School                Winchester   \n",
-       "                                 Mccall Middle School                   Winchester   \n",
-       "                                 Muraco Elementary School               Winchester   \n",
-       "                                 Vinson-Owen Elementary School          Winchester   \n",
-       "                                 Winchester High School                 Winchester   \n",
+       "                                                                      level  \\\n",
+       "district-name                name                                             \n",
+       "Quincy School District       Central Middle School                    6,7,8   \n",
+       "Natick School District       Brown                               KG,1,2,3,4   \n",
+       "Wakefield School District    Dolbeare Elementary School          KG,1,2,3,4   \n",
+       "Southborough School District Albert S. Woodward Memorial School         2,3   \n",
+       "Wilmington School District   Wildwood                                 PK,KG   \n",
        "\n",
-       "                                                                       state  \\\n",
-       "district-name                    name                                          \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School    MA   \n",
-       "                                 Blanchard Memorial School                MA   \n",
-       "                                 C.T. Douglas Elementary School           MA   \n",
-       "                                 Luther Conant School                     MA   \n",
-       "                                 Mccarthy-Towne School                    MA   \n",
-       "...                                                                      ...   \n",
-       "Winchester School District       Lynch Elementary School                  MA   \n",
-       "                                 Mccall Middle School                     MA   \n",
-       "                                 Muraco Elementary School                 MA   \n",
-       "                                 Vinson-Owen Elementary School            MA   \n",
-       "                                 Winchester High School                   MA   \n",
+       "                                                                         city  \\\n",
+       "district-name                name                                               \n",
+       "Quincy School District       Central Middle School                     Quincy   \n",
+       "Natick School District       Brown                                     Natick   \n",
+       "Wakefield School District    Dolbeare Elementary School             Wakefield   \n",
+       "Southborough School District Albert S. Woodward Memorial School  Southborough   \n",
+       "Wilmington School District   Wildwood                              Wilmington   \n",
        "\n",
-       "                                                                         zip  \\\n",
-       "district-name                    name                                          \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School  1720   \n",
-       "                                 Blanchard Memorial School              1719   \n",
-       "                                 C.T. Douglas Elementary School         1720   \n",
-       "                                 Luther Conant School                   1720   \n",
-       "                                 Mccarthy-Towne School                  1720   \n",
-       "...                                                                      ...   \n",
-       "Winchester School District       Lynch Elementary School                1890   \n",
-       "                                 Mccall Middle School                   1890   \n",
-       "                                 Muraco Elementary School               1890   \n",
-       "                                 Vinson-Owen Elementary School          1890   \n",
-       "                                 Winchester High School                 1890   \n",
+       "                                                                state   zip  \\\n",
+       "district-name                name                                             \n",
+       "Quincy School District       Central Middle School                 MA  2170   \n",
+       "Natick School District       Brown                                 MA  1760   \n",
+       "Wakefield School District    Dolbeare Elementary School            MA  1880   \n",
+       "Southborough School District Albert S. Woodward Memorial School    MA  1772   \n",
+       "Wilmington School District   Wildwood                              MA  1887   \n",
        "\n",
-       "                                                                                  county  \\\n",
-       "district-name                    name                                                      \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School  Middlesex County   \n",
-       "                                 Blanchard Memorial School              Middlesex County   \n",
-       "                                 C.T. Douglas Elementary School         Middlesex County   \n",
-       "                                 Luther Conant School                   Middlesex County   \n",
-       "                                 Mccarthy-Towne School                  Middlesex County   \n",
-       "...                                                                                  ...   \n",
-       "Winchester School District       Lynch Elementary School                Middlesex County   \n",
-       "                                 Mccall Middle School                   Middlesex County   \n",
-       "                                 Muraco Elementary School               Middlesex County   \n",
-       "                                 Vinson-Owen Elementary School          Middlesex County   \n",
-       "                                 Winchester High School                 Middlesex County   \n",
+       "                                                                           county  \\\n",
+       "district-name                name                                                   \n",
+       "Quincy School District       Central Middle School                 Norfolk County   \n",
+       "Natick School District       Brown                               Middlesex County   \n",
+       "Wakefield School District    Dolbeare Elementary School          Middlesex County   \n",
+       "Southborough School District Albert S. Woodward Memorial School  Worcester County   \n",
+       "Wilmington School District   Wildwood                            Middlesex County   \n",
        "\n",
-       "                                                                              lat  \\\n",
-       "district-name                    name                                               \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School  42.479694   \n",
-       "                                 Blanchard Memorial School              42.482014   \n",
-       "                                 C.T. Douglas Elementary School         42.481873   \n",
-       "                                 Luther Conant School                   42.475239   \n",
-       "                                 Mccarthy-Towne School                  42.476936   \n",
-       "...                                                                           ...   \n",
-       "Winchester School District       Lynch Elementary School                42.460964   \n",
-       "                                 Mccall Middle School                   42.449566   \n",
-       "                                 Muraco Elementary School               42.463272   \n",
-       "                                 Vinson-Owen Elementary School          42.449741   \n",
-       "                                 Winchester High School                 42.455719   \n",
+       "                                                                       lat  \\\n",
+       "district-name                name                                            \n",
+       "Quincy School District       Central Middle School               42.261284   \n",
+       "Natick School District       Brown                               42.292339   \n",
+       "Wakefield School District    Dolbeare Elementary School          42.518574   \n",
+       "Southborough School District Albert S. Woodward Memorial School  42.304043   \n",
+       "Wilmington School District   Wildwood                            42.550678   \n",
        "\n",
-       "                                                                              lon  \\\n",
-       "district-name                    name                                               \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School -71.458084   \n",
-       "                                 Blanchard Memorial School             -71.505814   \n",
-       "                                 C.T. Douglas Elementary School        -71.471588   \n",
-       "                                 Luther Conant School                  -71.436340   \n",
-       "                                 Mccarthy-Towne School                 -71.453590   \n",
-       "...                                                                           ...   \n",
-       "Winchester School District       Lynch Elementary School               -71.150330   \n",
-       "                                 Mccall Middle School                  -71.134735   \n",
-       "                                 Muraco Elementary School              -71.131409   \n",
-       "                                 Vinson-Owen Elementary School         -71.175018   \n",
-       "                                 Winchester High School                -71.134201   \n",
+       "                                                                       lon  \\\n",
+       "district-name                name                                            \n",
+       "Quincy School District       Central Middle School              -71.011436   \n",
+       "Natick School District       Brown                              -71.384941   \n",
+       "Wakefield School District    Dolbeare Elementary School         -71.065102   \n",
+       "Southborough School District Albert S. Woodward Memorial School -71.527367   \n",
+       "Wilmington School District   Wildwood                           -71.153496   \n",
        "\n",
-       "                                                                        district-id  \\\n",
-       "district-name                    name                                                 \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School           59   \n",
-       "                                 Blanchard Memorial School                       59   \n",
-       "                                 C.T. Douglas Elementary School                  59   \n",
-       "                                 Luther Conant School                            59   \n",
-       "                                 Mccarthy-Towne School                           59   \n",
-       "...                                                                             ...   \n",
-       "Winchester School District       Lynch Elementary School                        464   \n",
-       "                                 Mccall Middle School                           464   \n",
-       "                                 Muraco Elementary School                       464   \n",
-       "                                 Vinson-Owen Elementary School                  464   \n",
-       "                                 Winchester High School                         464   \n",
+       "                                                                 district-id  \\\n",
+       "district-name                name                                              \n",
+       "Quincy School District       Central Middle School                       349   \n",
+       "Natick School District       Brown                                       294   \n",
+       "Wakefield School District    Dolbeare Elementary School                  424   \n",
+       "Southborough School District Albert S. Woodward Memorial School          387   \n",
+       "Wilmington School District   Wildwood                                    462   \n",
        "\n",
-       "                                                                        rating  \\\n",
-       "district-name                    name                                            \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School     9.0   \n",
-       "                                 Blanchard Memorial School                 8.0   \n",
-       "                                 C.T. Douglas Elementary School            6.0   \n",
-       "                                 Luther Conant School                      8.0   \n",
-       "                                 Mccarthy-Towne School                     5.0   \n",
-       "...                                                                        ...   \n",
-       "Winchester School District       Lynch Elementary School                   7.0   \n",
-       "                                 Mccall Middle School                      7.0   \n",
-       "                                 Muraco Elementary School                  9.0   \n",
-       "                                 Vinson-Owen Elementary School             9.0   \n",
-       "                                 Winchester High School                    8.0   \n",
+       "                                                                 rating  \\\n",
+       "district-name                name                                         \n",
+       "Quincy School District       Central Middle School                  8.0   \n",
+       "Natick School District       Brown                                  7.0   \n",
+       "Wakefield School District    Dolbeare Elementary School             8.0   \n",
+       "Southborough School District Albert S. Woodward Memorial School     NaN   \n",
+       "Wilmington School District   Wildwood                               NaN   \n",
        "\n",
-       "                                                                          year  \\\n",
-       "district-name                    name                                            \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School  2021.0   \n",
-       "                                 Blanchard Memorial School              2021.0   \n",
-       "                                 C.T. Douglas Elementary School         2021.0   \n",
-       "                                 Luther Conant School                   2021.0   \n",
-       "                                 Mccarthy-Towne School                  2021.0   \n",
-       "...                                                                        ...   \n",
-       "Winchester School District       Lynch Elementary School                2021.0   \n",
-       "                                 Mccall Middle School                   2021.0   \n",
-       "                                 Muraco Elementary School               2021.0   \n",
-       "                                 Vinson-Owen Elementary School          2021.0   \n",
-       "                                 Winchester High School                 2021.0   \n",
+       "                                                                   year  \\\n",
+       "district-name                name                                         \n",
+       "Quincy School District       Central Middle School               2021.0   \n",
+       "Natick School District       Brown                               2021.0   \n",
+       "Wakefield School District    Dolbeare Elementary School          2021.0   \n",
+       "Southborough School District Albert S. Woodward Memorial School  2020.0   \n",
+       "Wilmington School District   Wildwood                               NaN   \n",
        "\n",
-       "                                                                                    coordinates  \\\n",
-       "district-name                    name                                                             \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School  (42.479694, -71.458084)   \n",
-       "                                 Blanchard Memorial School              (42.482014, -71.505814)   \n",
-       "                                 C.T. Douglas Elementary School         (42.481873, -71.471588)   \n",
-       "                                 Luther Conant School                    (42.475239, -71.43634)   \n",
-       "                                 Mccarthy-Towne School                   (42.476936, -71.45359)   \n",
-       "...                                                                                         ...   \n",
-       "Winchester School District       Lynch Elementary School                 (42.460964, -71.15033)   \n",
-       "                                 Mccall Middle School                   (42.449566, -71.134735)   \n",
-       "                                 Muraco Elementary School               (42.463272, -71.131409)   \n",
-       "                                 Vinson-Owen Elementary School          (42.449741, -71.175018)   \n",
-       "                                 Winchester High School                 (42.455719, -71.134201)   \n",
+       "                                                                             coordinates  \\\n",
+       "district-name                name                                                          \n",
+       "Quincy School District       Central Middle School               (42.261284, -71.011436)   \n",
+       "Natick School District       Brown                               (42.292339, -71.384941)   \n",
+       "Wakefield School District    Dolbeare Elementary School          (42.518574, -71.065102)   \n",
+       "Southborough School District Albert S. Woodward Memorial School  (42.304043, -71.527367)   \n",
+       "Wilmington School District   Wildwood                            (42.550678, -71.153496)   \n",
        "\n",
-       "                                                                        distance-to-downtown  \\\n",
-       "district-name                    name                                                          \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School             21.179084   \n",
-       "                                 Blanchard Memorial School                         23.513033   \n",
-       "                                 C.T. Douglas Elementary School                    21.874635   \n",
-       "                                 Luther Conant School                              20.036107   \n",
-       "                                 Mccarthy-Towne School                             20.896860   \n",
-       "...                                                                                      ...   \n",
-       "Winchester School District       Lynch Elementary School                            7.607210   \n",
-       "                                 Mccall Middle School                               6.523996   \n",
-       "                                 Muraco Elementary School                           7.288029   \n",
-       "                                 Vinson-Owen Elementary School                      7.758212   \n",
-       "                                 Winchester High School                             6.883474   \n",
+       "                                                                 distance-to-downtown  \\\n",
+       "district-name                name                                                       \n",
+       "Quincy School District       Central Middle School                           7.944981   \n",
+       "Natick School District       Brown                                          16.826936   \n",
+       "Wakefield School District    Dolbeare Elementary School                     10.436914   \n",
+       "Southborough School District Albert S. Woodward Memorial School             23.683438   \n",
+       "Wilmington School District   Wildwood                                       13.322938   \n",
        "\n",
-       "                                                                        distance-to-work  \n",
-       "district-name                    name                                                     \n",
-       "Acton-Boxborough School District Acton-Boxborough Regional High School         10.393596  \n",
-       "                                 Blanchard Memorial School                     12.828547  \n",
-       "                                 C.T. Douglas Elementary School                11.087128  \n",
-       "                                 Luther Conant School                           9.279210  \n",
-       "                                 Mccarthy-Towne School                         10.159317  \n",
-       "...                                                                                  ...  \n",
-       "Winchester School District       Lynch Elementary School                        5.361206  \n",
-       "                                 Mccall Middle School                           6.308317  \n",
-       "                                 Muraco Elementary School                       6.293099  \n",
-       "                                 Vinson-Owen Elementary School                  4.359471  \n",
-       "                                 Winchester High School                         6.235460  \n",
-       "\n",
-       "[325 rows x 16 columns]"
+       "                                                                 distance-to-work  \n",
+       "district-name                name                                                  \n",
+       "Quincy School District       Central Middle School                      19.199411  \n",
+       "Natick School District       Brown                                      14.194884  \n",
+       "Wakefield School District    Dolbeare Elementary School                 10.107841  \n",
+       "Southborough School District Albert S. Woodward Memorial School         18.208098  \n",
+       "Wilmington School District   Wildwood                                    7.376087  "
       ]
      },
      "execution_count": 9,
@@ -792,198 +588,70 @@
     }
    ],
    "source": [
+    "boston_df.reset_index(inplace=True)\n",
     "boston_df.set_index(['district-name','name'],inplace=True)\n",
     "boston_df.sort_index(inplace=True)\n",
-    "boston_df"
+    "boston_df.sample(5)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['h' 'e' 'm' 'e,m' 'p,h' 'p,e' 'p,e,m' 'p,e,h' 'm,h']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "print(boston_df['level-codes'].unique()) "
+    "#print(boston_df['level-codes'].unique()) "
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 11,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>state-id</th>\n",
-       "      <th>type</th>\n",
-       "      <th>level-codes</th>\n",
-       "      <th>level</th>\n",
-       "      <th>city</th>\n",
-       "      <th>state</th>\n",
-       "      <th>zip</th>\n",
-       "      <th>county</th>\n",
-       "      <th>lat</th>\n",
-       "      <th>lon</th>\n",
-       "      <th>district-id</th>\n",
-       "      <th>rating</th>\n",
-       "      <th>year</th>\n",
-       "      <th>coordinates</th>\n",
-       "      <th>distance-to-downtown</th>\n",
-       "      <th>distance-to-work</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>name</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>Harry Lee Cole</th>\n",
-       "      <td>380005</td>\n",
-       "      <td>public</td>\n",
-       "      <td>p,e</td>\n",
-       "      <td>PK,KG,1,2</td>\n",
-       "      <td>Boxford</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1921</td>\n",
-       "      <td>Essex County</td>\n",
-       "      <td>42.660408</td>\n",
-       "      <td>-71.001770</td>\n",
-       "      <td>102</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>(42.660408, -71.00177)</td>\n",
-       "      <td>20.532659</td>\n",
-       "      <td>18.184645</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Spofford Pond</th>\n",
-       "      <td>380013</td>\n",
-       "      <td>public</td>\n",
-       "      <td>e</td>\n",
-       "      <td>3,4,5,6</td>\n",
-       "      <td>Boxford</td>\n",
-       "      <td>MA</td>\n",
-       "      <td>1921</td>\n",
-       "      <td>Essex County</td>\n",
-       "      <td>42.697018</td>\n",
-       "      <td>-71.017365</td>\n",
-       "      <td>102</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>(42.697018, -71.017365)</td>\n",
-       "      <td>22.917933</td>\n",
-       "      <td>19.554889</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                state-id    type level-codes      level     city state   zip  \\\n",
-       "name                                                                           \n",
-       "Harry Lee Cole    380005  public         p,e  PK,KG,1,2  Boxford    MA  1921   \n",
-       "Spofford Pond     380013  public           e    3,4,5,6  Boxford    MA  1921   \n",
-       "\n",
-       "                      county        lat        lon  district-id  rating  \\\n",
-       "name                                                                      \n",
-       "Harry Lee Cole  Essex County  42.660408 -71.001770          102     NaN   \n",
-       "Spofford Pond   Essex County  42.697018 -71.017365          102     7.0   \n",
-       "\n",
-       "                  year              coordinates  distance-to-downtown  \\\n",
-       "name                                                                    \n",
-       "Harry Lee Cole     NaN   (42.660408, -71.00177)             20.532659   \n",
-       "Spofford Pond   2021.0  (42.697018, -71.017365)             22.917933   \n",
-       "\n",
-       "                distance-to-work  \n",
-       "name                              \n",
-       "Harry Lee Cole         18.184645  \n",
-       "Spofford Pond          19.554889  "
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "boston_df.loc[\"Boxford School District\"]"
+    "#boston_df.loc[\"Quincy School District\"]"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 12,
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "from district_score import get_overall_rating\n",
+    "\n",
+    "overall_df = get_overall_rating(boston_df)\n",
+    "overall_df = overall_df.set_index(keys='district-name', drop=True)\n",
+    "overall_df.sort_values(by='weighted_ave', ascending=False, inplace=True)\n",
+    "overall_df.reset_index(inplace=True)\n",
+    "overall_df.index += 1\n",
+    "#print(overall_df.to_markdown())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
    "outputs": [
     {
-     "ename": "ValueError",
-     "evalue": "If using all scalar values, you must pass an index",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[1;32m/home/shaun/Code/git/schools/main/analysis.ipynb Cell 20'\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/shaun/Code/git/schools/main/analysis.ipynb#ch0000020?line=0'>1</a>\u001b[0m get_overall_rating(boston_df)\n",
-      "File \u001b[0;32m~/Code/git/schools/main/district_score.py:56\u001b[0m, in \u001b[0;36mget_overall_rating\u001b[0;34m(df)\u001b[0m\n\u001b[1;32m     <a href='file:///home/shaun/Code/git/schools/main/district_score.py?line=53'>54</a>\u001b[0m district_dict \u001b[39m=\u001b[39m {\u001b[39m'\u001b[39m\u001b[39mdistrict-name\u001b[39m\u001b[39m'\u001b[39m: district}\n\u001b[1;32m     <a href='file:///home/shaun/Code/git/schools/main/district_score.py?line=54'>55</a>\u001b[0m district_dict \u001b[39m=\u001b[39m {\u001b[39m*\u001b[39m\u001b[39m*\u001b[39mdistrict_dict, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mstats}\n\u001b[0;32m---> <a href='file:///home/shaun/Code/git/schools/main/district_score.py?line=55'>56</a>\u001b[0m overall \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39;49mDataFrame(district_dict)\n\u001b[1;32m     <a href='file:///home/shaun/Code/git/schools/main/district_score.py?line=56'>57</a>\u001b[0m \u001b[39mprint\u001b[39m(overall)\n\u001b[1;32m     <a href='file:///home/shaun/Code/git/schools/main/district_score.py?line=57'>58</a>\u001b[0m \u001b[39mreturn\u001b[39;00m\n",
-      "File \u001b[0;32m~/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py:636\u001b[0m, in \u001b[0;36mDataFrame.__init__\u001b[0;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=629'>630</a>\u001b[0m     mgr \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_init_mgr(\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=630'>631</a>\u001b[0m         data, axes\u001b[39m=\u001b[39m{\u001b[39m\"\u001b[39m\u001b[39mindex\u001b[39m\u001b[39m\"\u001b[39m: index, \u001b[39m\"\u001b[39m\u001b[39mcolumns\u001b[39m\u001b[39m\"\u001b[39m: columns}, dtype\u001b[39m=\u001b[39mdtype, copy\u001b[39m=\u001b[39mcopy\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=631'>632</a>\u001b[0m     )\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=633'>634</a>\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(data, \u001b[39mdict\u001b[39m):\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=634'>635</a>\u001b[0m     \u001b[39m# GH#38939 de facto copy defaults to False only in non-dict cases\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=635'>636</a>\u001b[0m     mgr \u001b[39m=\u001b[39m dict_to_mgr(data, index, columns, dtype\u001b[39m=\u001b[39;49mdtype, copy\u001b[39m=\u001b[39;49mcopy, typ\u001b[39m=\u001b[39;49mmanager)\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=636'>637</a>\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(data, ma\u001b[39m.\u001b[39mMaskedArray):\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/frame.py?line=637'>638</a>\u001b[0m     \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mma\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mmrecords\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mmrecords\u001b[39;00m\n",
-      "File \u001b[0;32m~/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py:502\u001b[0m, in \u001b[0;36mdict_to_mgr\u001b[0;34m(data, index, columns, dtype, typ, copy)\u001b[0m\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=493'>494</a>\u001b[0m     arrays \u001b[39m=\u001b[39m [\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=494'>495</a>\u001b[0m         x\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=495'>496</a>\u001b[0m         \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mhasattr\u001b[39m(x, \u001b[39m\"\u001b[39m\u001b[39mdtype\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mor\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(x\u001b[39m.\u001b[39mdtype, ExtensionDtype)\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=496'>497</a>\u001b[0m         \u001b[39melse\u001b[39;00m x\u001b[39m.\u001b[39mcopy()\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=497'>498</a>\u001b[0m         \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m arrays\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=498'>499</a>\u001b[0m     ]\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=499'>500</a>\u001b[0m     \u001b[39m# TODO: can we get rid of the dt64tz special case above?\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=501'>502</a>\u001b[0m \u001b[39mreturn\u001b[39;00m arrays_to_mgr(arrays, columns, index, dtype\u001b[39m=\u001b[39;49mdtype, typ\u001b[39m=\u001b[39;49mtyp, consolidate\u001b[39m=\u001b[39;49mcopy)\n",
-      "File \u001b[0;32m~/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py:120\u001b[0m, in \u001b[0;36marrays_to_mgr\u001b[0;34m(arrays, columns, index, dtype, verify_integrity, typ, consolidate)\u001b[0m\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=116'>117</a>\u001b[0m \u001b[39mif\u001b[39;00m verify_integrity:\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=117'>118</a>\u001b[0m     \u001b[39m# figure out the index, if necessary\u001b[39;00m\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=118'>119</a>\u001b[0m     \u001b[39mif\u001b[39;00m index \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=119'>120</a>\u001b[0m         index \u001b[39m=\u001b[39m _extract_index(arrays)\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=120'>121</a>\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=121'>122</a>\u001b[0m         index \u001b[39m=\u001b[39m ensure_index(index)\n",
-      "File \u001b[0;32m~/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py:664\u001b[0m, in \u001b[0;36m_extract_index\u001b[0;34m(data)\u001b[0m\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=660'>661</a>\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mPer-column arrays must each be 1-dimensional\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=662'>663</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m indexes \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m raw_lengths:\n\u001b[0;32m--> <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=663'>664</a>\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mIf using all scalar values, you must pass an index\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=665'>666</a>\u001b[0m \u001b[39melif\u001b[39;00m have_series:\n\u001b[1;32m    <a href='file:///home/shaun/Code/git/schools/venv/lib64/python3.10/site-packages/pandas/core/internals/construction.py?line=666'>667</a>\u001b[0m     index \u001b[39m=\u001b[39m union_indexes(indexes)\n",
-      "\u001b[0;31mValueError\u001b[0m: If using all scalar values, you must pass an index"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'message': 'Too Many Requests'}\n"
      ]
     }
    ],
    "source": [
-    "get_overall_rating(boston_df)"
+    "boston_schools = get_demographics(api_key,'2500919')"
    ]
   }
  ],
  "metadata": {
   "interpreter": {
-   "hash": "dae3ff348533214ca96918f3de2a71cf7a825bd7ff89c94afcc9465db0c546d9"
+   "hash": "4fc861b332db140b7b363b167627eee6a3238262e7c99e0237067fec0875fee7"
   },
   "kernelspec": {
-   "display_name": "Python 3.10.4 ('venv': venv)",
+   "display_name": "Python 3.8.10 ('venv': venv)",
    "language": "python",
    "name": "python3"
   },
@@ -997,7 +665,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.8.10"
   },
   "orig_nbformat": 4
  },
diff --git a/main/district_score.py b/main/district_score.py
index ddf6340..450dbe4 100644
--- a/main/district_score.py
+++ b/main/district_score.py
@@ -24,8 +24,7 @@ def get_overall_rating(df: pd.DataFrame):
         'h_ave': 0,
         'weighted_ave': 0    
     }
-    overall = pd.DataFrame()
-
+    overall_df = pd.DataFrame()
     districts = list(df.index.unique(level=0))
     for district in districts:
         scores = {}
@@ -53,6 +52,6 @@ def get_overall_rating(df: pd.DataFrame):
         stats['weighted_ave'] = round(weighted_ave,2)
         district_dict = {'district-name': district}
         district_dict = {**district_dict, **stats}
-        overall = pd.DataFrame(district_dict)
-        print(overall)
-        return
\ No newline at end of file
+        district_df = pd.DataFrame.from_dict(district_dict, orient='index')
+        overall_df = pd.concat([overall_df,district_df.T])
+    return overall_df
\ No newline at end of file
diff --git a/main/great_schools.py b/main/great_schools.py
index a5f6c2b..615fae4 100755
--- a/main/great_schools.py
+++ b/main/great_schools.py
@@ -42,4 +42,27 @@ def get_nearby_schools(key: str, lat: str, lon: str, dist: str):
             for school in r['schools']:
                 schools.append(school)
             count = count + 1
-    return schools 
\ No newline at end of file
+    return schools
+
+# Endpoint: demographics
+def get_demographics(key: str, universal_id: str):
+    '''
+    Returns a dictionary of schools received from the nearby schools endpoint.
+        Parameters:
+                key (str): API key
+                lat (str): latitude
+                lon (str): longitude
+                dist (str): radius of search
+        Returns:
+                schools (dict): Collated response from API
+    '''
+    url = f'https://gs-api.greatschools.org/schools/' + '{universal_id}' + '/metrics'
+    params = {
+    }
+    headers = {
+        "x-api-key": key
+    }
+
+    # make request
+    r = requests.get(url=url, params=params, headers=headers).json()
+    print(r)
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 9c826ac..8e573fb 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -63,6 +63,7 @@ Send2Trash==1.8.0
 six==1.16.0
 soupsieve==2.3.2
 stack-data==0.2.0
+tabulate==0.8.9
 terminado==0.13.3
 testpath==0.6.0
 tornado==6.1