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Working on demographics for remaining schools.

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Shaun Setlock
2022-05-29 22:43:39 -04:00
parent e6a8ad32fe
commit 17309780cf
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@@ -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": [
" 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",
" 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",
"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",
" 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",
"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-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",
"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",
" 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",
"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",
" 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",
"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",
" state \\\n",
" state zip \\\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",
"\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",
"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",
"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",
"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",
"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",
"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",
"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",
"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",
"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",
"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]"
"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
},

9
main/district_score.py
View File

@@ -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
district_df = pd.DataFrame.from_dict(district_dict, orient='index')
overall_df = pd.concat([overall_df,district_df.T])
return overall_df

23
main/great_schools.py
View File

@@ -43,3 +43,26 @@ def get_nearby_schools(key: str, lat: str, lon: str, dist: str):
schools.append(school)
count = count + 1
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)

1
requirements.txt
View File

@@ -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